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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">HSAG</journal-id>
<journal-title-group>
<journal-title>Health SA Gesondheid</journal-title>
</journal-title-group>
<issn pub-type="ppub">1025-9848</issn>
<issn pub-type="epub">2071-9736</issn>
<publisher>
<publisher-name>AOSIS</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">HSAG-31-3137</article-id>
<article-id pub-id-type="doi">10.4102/hsag.v31i0.3137</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Original Research</subject>
</subj-group>
</article-categories>
<title-group>
<article-title>Nurse and caregiver skill mix, staffing levels, and staff allocation in long-term care facilities: A scoping review</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<contrib-id contrib-id-type="orcid">https://orcid.org/0000-0002-6346-6997</contrib-id>
<name>
<surname>Nicholson</surname>
<given-names>Emerentia C.</given-names>
</name>
<xref ref-type="aff" rid="AF0001">1</xref>
</contrib>
<contrib contrib-type="author">
<contrib-id contrib-id-type="orcid">https://orcid.org/0000-0002-7427-4990</contrib-id>
<name>
<surname>Baron</surname>
<given-names>Justine C.</given-names>
</name>
<xref ref-type="aff" rid="AF0001">1</xref>
</contrib>
<contrib contrib-type="author">
<contrib-id contrib-id-type="orcid">https://orcid.org/0000-0001-7970-5123</contrib-id>
<name>
<surname>van der Heever</surname>
<given-names>Mariana M.</given-names>
</name>
<xref ref-type="aff" rid="AF0001">1</xref>
</contrib>
<contrib contrib-type="author">
<contrib-id contrib-id-type="orcid">https://orcid.org/0000-0002-9739-1321</contrib-id>
<name>
<surname>Young</surname>
<given-names>Cornelle</given-names>
</name>
<xref ref-type="aff" rid="AF0001">1</xref>
</contrib>
<contrib contrib-type="author">
<contrib-id contrib-id-type="orcid">https://orcid.org/0000-0002-4065-942X</contrib-id>
<name>
<surname>van der Merwe</surname>
<given-names>Anita S.</given-names>
</name>
<xref ref-type="aff" rid="AF0001">1</xref>
</contrib>
<aff id="AF0001"><label>1</label>Department of Nursing and Midwifery, Faculty of Medicine and Health Sciences, Stellenbosch University, Cape Town, South Africa</aff>
</contrib-group>
<author-notes>
<corresp id="cor1"><bold>Corresponding author:</bold> Emerentia Nicholson, <email xlink:href="emerentia65@gmail.com">emerentia65@gmail.com</email></corresp>
</author-notes>
<pub-date pub-type="epub"><day>29</day><month>06</month><year>2026</year></pub-date>
<pub-date pub-type="collection"><year>2026</year></pub-date>
<volume>31</volume>
<elocation-id>3137</elocation-id>
<history>
<date date-type="received"><day>28</day><month>05</month><year>2025</year></date>
<date date-type="accepted"><day>12</day><month>03</month><year>2026</year></date>
</history>
<permissions>
<copyright-statement>&#x00A9; 2026. The Authors</copyright-statement>
<copyright-year>2026</copyright-year>
<license license-type="open-access" xlink:href="https://creativecommons.org/licenses/by/4.0/">
<license-p>Licensee: AOSIS. This work is licensed under the Creative Commons Attribution 4.0 International (CC BY 4.0) license.</license-p>
</license>
</permissions>
<abstract>
<sec id="st1">
<title>Background</title>
<p>More older people require healthcare services, increasing the demand for nursing care. Long-term care facilities (LTCFs) are required to avail nurse staffing, a skill mix and allocation that is aligned with residents&#x2019; acuity and within prescribed legislation. However, facilities struggle to maintain the prescribed nurse staffing.</p>
</sec>
<sec id="st2">
<title>Aim</title>
<p>A scoping review was conducted to map the available literature on implementing nurse and caregiver staffing models within LTCFs regarding skill mix, staffing levels, and staff allocation aligned with residents&#x2019; acuity.</p>
</sec>
<sec id="st3">
<title>Setting</title>
<p>Studies conducted in formal long-term care settings for older people.</p>
</sec>
<sec id="st4">
<title>Methods</title>
<p>The review followed the Joanna Briggs Institute&#x2019;s methodological framework. The search included four databases: PubMed and MEDLINE, CINAHL, Cochrane Library&#x2013;Wiley, and Sabinet African Journals, for studies published from 2010 to 2024. Trustworthiness was ensured by applying principles such as credibility, dependability, confirmability, and researcher reflexivity. The final sample comprised 20 studies.</p>
</sec>
<sec id="st5">
<title>Results</title>
<p>Staffing levels for all categories of nurses and caregivers were often lower than recommended by experts. The number of registered nurses versus caregivers in the total staff mix was low, with caregivers providing most of the resident care. The use of acuity-adjusted staffing was not often reported.</p>
</sec>
<sec id="st6">
<title>Conclusion</title>
<p>The appropriate type and number of staff in LTCFs are essential. In addition, allocating the correct type and number of staff according to residents&#x2019; acuity levels may improve resident outcomes.</p>
</sec>
<sec id="st7">
<title>Contribution</title>
<p>This review may inform policymakers regarding the implementation of staffing models and the importance of aligning the allocation of tasks with the nurses&#x2019; scope of practice, the caregivers&#x2019; job descriptions, and the residents&#x2019; acuity.</p>
</sec>
</abstract>
<kwd-group>
<kwd>allocation</kwd>
<kwd>caregivers</kwd>
<kwd>long-term care</kwd>
<kwd>nurse staffing</kwd>
<kwd>skill mix</kwd>
</kwd-group>
<funding-group>
<funding-statement><bold>Funding information</bold> This work was supported by the Consolidoc postdoctoral programme, the Research, Innovation and Postgraduate Studies (DVC: RI&#x0026;PS) fund, Deputy Vice Chancellor, Stellenbosch University.</funding-statement>
</funding-group>
</article-meta>
</front>
<body>
<sec id="s0001">
<title>Introduction</title>
<p>The world&#x2019;s population is ageing: 10&#x0025; of people were older than 65 in 2022, and projections indicate an increase to 16&#x0025; by 2050 (United Nations <xref ref-type="bibr" rid="CIT0061">2022</xref>). Consequently, the World Health Organization&#x2019;s (WHO) Global Strategy and Action Plan on Ageing and Health urges countries to prioritise elderly care (WHO <xref ref-type="bibr" rid="CIT0063">2015</xref>). Older people tend to present with more signs of dementia, show functional decline, and are prone to comorbidities and chronic diseases (WHO <xref ref-type="bibr" rid="CIT0063">2015</xref>), leading to care dependencies. With an increase in their acuity, they thus need assistance with their activities of daily living, such as bathing (Hamel et al. <xref ref-type="bibr" rid="CIT0022">2021</xref>; Mlinac &#x0026; Feng <xref ref-type="bibr" rid="CIT0036">2016</xref>), and professional assistance with medications and health conditions (Hamel et al. <xref ref-type="bibr" rid="CIT0022">2021</xref>). Older persons or their relatives may seek care in long-term care facilities (LTCFs) (Aboderin <xref ref-type="bibr" rid="CIT0001">2019</xref>). As more older people seek care in LTCFs, it may add pressure to the available resources in these facilities, including staffing, infrastructure, equipment, and supplies, which are necessary for the safe and comprehensive care of the elderly (Page et al. <xref ref-type="bibr" rid="CIT0040">2023</xref>). Staffing models, or plans, are used to determine the number of nurses and caregivers, the required skill mix, and the allocation of these staff to provide resident care. As a result, staffing models should help LTCFs, including those in low- and middle-income countries such as South Africa, to ensure that residents&#x2019; needs are met through appropriate staff allocation.</p>
<p>Most sub-Saharan countries have minimal or no regulations governing care for older people in formal settings (Dyer et al. <xref ref-type="bibr" rid="CIT0017">2019</xref>; WHO <xref ref-type="bibr" rid="CIT0064">2017</xref>). Sub-Saharan countries that have legislation governing formal elderly care include Zimbabwe (Madungwe, Mupfumira &#x0026; Chindedza <xref ref-type="bibr" rid="CIT0034">2011</xref>), Tanzania (Van Eeuwijk <xref ref-type="bibr" rid="CIT0062">2014</xref>), and Namibia. However, besides South Africa, the researchers found no formalised LTCF staffing standards in sub-Saharan countries.</p>
<p>This scoping review was undertaken as part of a larger project to develop a framework to inform staffing models for LTCFs in resource-constrained contexts. Critical realism, as viewed by Roy Bhaskar, provided the philosophical foundation for the study (Bhaskar <xref ref-type="bibr" rid="CIT0008">2008</xref>). Bhaskar (<xref ref-type="bibr" rid="CIT0008">2008</xref>) suggested that there are three nested forms of knowledge or truth, also known as domains. A researcher may observe truth or knowledge but must also delve deeper to uncover associations among role players, stakeholders, and underlying mechanisms. This deeper exploration may help researchers to understand the implementation of staffing models in LTCFs in certain settings (Bhaskar <xref ref-type="bibr" rid="CIT0008">2008</xref>). Furthermore, the study was underpinned by Mueller&#x2019;s &#x2018;Framework for Nurse Staffing in Long-term Care Facilities&#x2019; (Mueller <xref ref-type="bibr" rid="CIT0037">2000</xref>), which aims to guide nurse managers in observing residents to determine their staffing needs and in allocating staff to ensure quality care. The central concepts of a staffing model in Mueller&#x2019;s framework were used in this study, such as skill mix, staffing levels, and staff allocation aligned with residents&#x2019; acuity.</p>
<sec id="s20002">
<title>Skill mix</title>
<p>According to Mueller (<xref ref-type="bibr" rid="CIT0037">2000</xref>), the skill mix within the team is one component to consider in a staffing model. Skill mix includes staff with assorted skills, qualifications, experience, proficiencies, and scope of practice (Backhaus et al. <xref ref-type="bibr" rid="CIT0004">2014</xref>). For example, a diverse skill mix may include nurses with degrees, newly qualified nurses, and caregivers who are not nurses. The skill mix is essential in LTCFs because the team needs higher levels of skill as residents become more frail (Boscart et al. <xref ref-type="bibr" rid="CIT0009">2018</xref>; Koopmans, Damen &#x0026; Wagner <xref ref-type="bibr" rid="CIT0029">2018</xref>).</p>
<p>In South Africa, the skill mix includes registered nurses (RNs), comprising professional and general nurses (Republic of South Africa <xref ref-type="bibr" rid="CIT0048">2022</xref>), enrolled nurses (ENs), enrolled nurse assistants or auxiliary nurses (ENAs) (Republic of South Africa <xref ref-type="bibr" rid="CIT0043">2005</xref>), and caregivers (Republic of South Africa <xref ref-type="bibr" rid="CIT0045">2010a</xref>). Professional nurses hold 4-year bachelor&#x2019;s degrees, provide comprehensive care by applying scientific principles across diverse service delivery contexts, and are allowed to manage the nursing department of an LTCF. General nurses have 3-year diplomas and provide general nursing care. General nurses, for example, promote public health, prevent disease, and address health problems by delivering nursing care to the overall population. When a healthcare unit operates within a larger facility, general nurses may manage a subunit but are not allowed to oversee the total nursing department of an LTCF (Republic of South Africa <xref ref-type="bibr" rid="CIT0048">2022</xref>). The ENs have 2 years of training and provide basic nursing care under RN supervision; however, this legacy qualification was phased out. The ENs with legacy qualifications remain part of the South African workforce and are therefore included in this review. The ENs are responsible, for example, for monitoring residents&#x2019; vital signs and reactions to medication, assisting with procedures, wound care, and hygiene (South African Nursing Council <xref ref-type="bibr" rid="CIT0058">1984</xref>). The ENAs have 1 year of training. A professional or general nurse delegates basic nursing care to ENAs. Basic nursing care includes assisting healthcare users with activities of daily living in accordance with prescribed standards of care, to promote and maintain their health status (Republic of South Africa <xref ref-type="bibr" rid="CIT0048">2022</xref>). A caregiver in South Africa includes anyone performing caregiving tasks in the formal sector but is not a qualified nurse (unlicensed staff) (Republic of South Africa <xref ref-type="bibr" rid="CIT0044">2006</xref>). Accredited training programmes are available for South African caregivers, such as the unit standard &#x2018;Provide care to a frail person&#x2019;. This programme comprises 12 credits, lasts 120 h, and is a National Qualification Framework (NQF) level 1 qualification. Alternatively, a longer community care programme is available at NQF levels 1, 2, or 3 (South African Qualifications Authority <xref ref-type="bibr" rid="CIT0059">2022</xref>). Caregivers assist residents with activities of daily living, including meal support, mobility, hygiene, and toileting (Republic of South Africa <xref ref-type="bibr" rid="CIT0047">2015</xref>).</p>
<p>There is a global shortage of health workers, and more than 50&#x0025; of this shortfall comprises RNs and midwives (WHO <xref ref-type="bibr" rid="CIT0065">2022</xref>). This shortfall often leads to the replacement of RNs with nursing assistants to save costs (Shin &#x0026; Hyun <xref ref-type="bibr" rid="CIT0054">2015</xref>). Substituting RNs with less-qualified staff may increase the number of less-qualified nurses in the skill mix, potentially leading to poorer resident outcomes (Harrington et al. <xref ref-type="bibr" rid="CIT0024">2020</xref>), while more RNs in the skill mix result in, for example, fewer urinary tract infections (Cho et al. <xref ref-type="bibr" rid="CIT0014">2020</xref>).</p>
</sec>
<sec id="s20003">
<title>Staffing levels</title>
<p>Staffing models should also include staffing levels, i.e. the quantity of caregivers and nurses (including all categories) available in the LTCF for resident care (Butler et al. <xref ref-type="bibr" rid="CIT0012">2019</xref>). Staffing levels are frequently expressed as staff-to-resident ratios, or as hours of care per resident day (HPRD). Authors found that residents&#x2019; activities of daily living improved with higher nurse staffing levels, resulting in lower hospitalisation rates (Harrington et al. <xref ref-type="bibr" rid="CIT0024">2020</xref>), and fewer adverse events and fewer deaths (Griffiths et al. <xref ref-type="bibr" rid="CIT0020">2018</xref>). Conversely, inadequate nurse staffing levels may compromise resident safety, lead to higher nurse workloads, burnout, and job dissatisfaction (Al-Jumaili &#x0026; Doucette <xref ref-type="bibr" rid="CIT0002">2018</xref>; Griffiths et al. <xref ref-type="bibr" rid="CIT0020">2018</xref>).</p>
</sec>
<sec id="s20004">
<title>Staff allocation</title>
<p>According to Mueller (<xref ref-type="bibr" rid="CIT0037">2000</xref>), staff allocation is another component to consider in a staffing model. Therefore, along with having sufficient nurses and caregivers and the right skill mix (different categories of nurses and caregivers), the LTCFs must assign staff in accordance with the residents&#x2019; acuity (Beckett et al. <xref ref-type="bibr" rid="CIT0007">2021</xref>; Butler et al. <xref ref-type="bibr" rid="CIT0012">2019</xref>), as the residents&#x2019; acuity determines the type of nursing care needed (Brennan &#x0026; Daly <xref ref-type="bibr" rid="CIT0010">2009</xref>; Juv&#x00E9;-Udina et al. <xref ref-type="bibr" rid="CIT0027">2019</xref>). Long-term care facilities must also consider the legal parameters within which each nurse category may practice and which tasks they may perform (Republic of South Africa <xref ref-type="bibr" rid="CIT0048">2022</xref>), as determined by the country&#x2019;s regulatory authority or statutory professional council, to ensure adherence to legislation. Caregivers&#x2019; job descriptions must comply with applicable legislation, and LTCFs must ensure caregivers are competent to perform assigned tasks.</p>
<p>The LTCFs face staffing deficiencies worldwide (Sato et al. <xref ref-type="bibr" rid="CIT0049">2017</xref>). These shortages lead to lower staffing levels and inadequate staff mixes that do not meet the recommended standards for LTCFs, especially regarding RNs (Br&#x00FC;hl, Planer &#x0026; Hagel <xref ref-type="bibr" rid="CIT0011">2018</xref>). With inadequate staffing and a diluted skill mix, LTCFs struggle to assign competent staff, especially when residents require higher levels of care (Estabrooks et al. <xref ref-type="bibr" rid="CIT0018">2020</xref>). Likewise, South African LTCFs also face nurse shortages and an inappropriate skill mix (Republic of South Africa <xref ref-type="bibr" rid="CIT0046">2010b</xref>).</p>
<p>The objective of the scoping review was to explore the implementation of nurse and caregiver staffing models in resource-rich and resource-constrained LTCF settings. The aim was to map the available literature on the implementation of LTCF nurse and caregiver staffing, focusing on skill mix, staffing levels, and staff allocation. The research question was: &#x2018;What are the characteristics of staffing models implemented in resource-rich and resource-constrained contexts?&#x2019; The scoping review was guided by three sub-questions: &#x2018;(1) How do LTCFs implement staffing models regarding staffing levels, skill mix, and allocation of tasks? (2) Is allocating tasks aligned with the nurses&#x2019; scope of practice and the caregivers&#x2019; job descriptions as described in the relevant country&#x2019;s legislation? and (3) Is the allocation of staff aligned with the acuity of the residents?&#x2019;</p>
</sec>
</sec>
<sec id="s0005">
<title>Research methods and design</title>
<sec id="s20006">
<title>Study design</title>
<p>This scoping review was conducted using the JBI methodological framework (Joanna Briggs Institute <xref ref-type="bibr" rid="CIT0025">2015</xref>) and the Peer Review of Electronic Search Strategies (PRESS) (eds. Aromataris et al. <xref ref-type="bibr" rid="CIT0003">2024</xref>). A priori protocol was developed to guide the scoping review (unpublished).</p>
</sec>
<sec id="s20007">
<title>Eligibility criteria</title>
<p>The eligibility criteria for selecting sources were based on the Participants, Concept, and Context (PCC) framework (Peters et al. <xref ref-type="bibr" rid="CIT0042">2020</xref>). Evidence was included if caregivers (or their counterparts in other countries) or any category of nurses, regardless of ethnicity, age, or gender, provided direct care to residents in LTCFs. Studies were considered if they contained at least two of the three central concepts identified by Mueller (<xref ref-type="bibr" rid="CIT0037">2000</xref>), i.e. staffing levels, skill mix, and staff allocation according to residents&#x2019; acuity. Studies were included if they were conducted in formal long-term care settings for older people, thus, over 60 years old (WHO <xref ref-type="bibr" rid="CIT0065">2022</xref>), in either resource-rich or resource-constrained contexts. Studies within community settings (e.g. home-based care), studies conducted in languages other than English, studies for which the full articles were unavailable, and studies in which most data were collected before 2010 were excluded. The researchers decided to include data collected after 2010 because South Africa published its staffing model only in that year (Republic of South Africa <xref ref-type="bibr" rid="CIT0045">2010a</xref>) and to ensure the inclusion of more updated literature.</p>
</sec>
<sec id="s20008">
<title>Types of sources</title>
<p>Sources included primary research studies employing quantitative and qualitative methods, as well as grey literature (national and provincial legislation, acts, guidelines), policies, conference articles, dissertations, and theses. Scoping and systematic reviews were excluded because they contained synthesised evidence; however, Google Scholar was used to search their reference lists for additional articles.</p>
</sec>
<sec id="s20009">
<title>Search strategy</title>
<p>A qualified librarian assisted with developing a search strategy to identify relevant sources using Medical Subject Headings (MeSH) terms, Boolean operators, and the keywords in the abstract. Pilot screening was performed to ensure that the keywords produced appropriate results. After that, a three-step search process was followed (Peters et al. <xref ref-type="bibr" rid="CIT0042">2020</xref>), where the first-level limited search involved searching for text words in titles, abstracts, and indexed keyword lists in PubMed and MEDLINE. <xref ref-type="table" rid="T0001">Table 1</xref> provides an example of search strings for PubMed and MEDLINE.</p>
<table-wrap id="T0001">
<label>TABLE 1</label>
<caption><p>Example of search strings for PubMed and MEDLINE.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th valign="top" align="left">#</th>
<th valign="top" align="left">PubMed and MEDLINE search strings</th>
<th valign="top" align="left">Filters</th>
<th valign="top" align="center"># of results <italic>n</italic> = 446</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left">1</td>
<td align="left">&#x2018;long-term&#x2019; OR &#x2018;nursing home&#x2019; AND &#x2018;nurse staffing models&#x2019; OR &#x2018;staffing models&#x2019; OR &#x2018;staffing strategy&#x2019; NOT hospital</td>
<td align="left">Full text, from 2010/1/1 to 2023/12/31</td>
<td align="center">116</td>
</tr>
<tr>
<td align="left">2</td>
<td align="left">&#x2018;long-term&#x2019; OR &#x2018;nursing home&#x2019; AND &#x2018;nurse staffing levels&#x2019; OR &#x2018;nurse staffing ratio&#x2019;</td>
<td align="left">Full text, from 2010/1/1 to 2023/12/31</td>
<td align="center">53</td>
</tr>
<tr>
<td align="left">3</td>
<td align="left">&#x2018;staffing levels&#x2019; AND Nurse AND &#x2018;long-term&#x2019;</td>
<td align="left">Full text, from 2010/1/1 to 2023/12/31</td>
<td align="center">44</td>
</tr>
<tr>
<td align="left">4</td>
<td align="left">&#x2018;long-term&#x2019; OR &#x2018;nursing home&#x2019; AND &#x2018;skill mix&#x2019; OR &#x2018;staffing mix&#x2019; OR &#x2018;nurse skill mix&#x2019;</td>
<td align="left">Full text, from 2010/1/1 to 2023/12/31</td>
<td align="center">115</td>
</tr>
<tr>
<td align="left">5</td>
<td align="left">&#x2018;long-term&#x2019; OR &#x2018;nursing home&#x2019; AND &#x2018;staff allocation&#x2019; OR &#x2018;personnel allocation&#x2019; OR &#x2018;nurse allocation&#x2019; OR &#x2018;staff scheduling&#x2019;</td>
<td align="left">Full text, from 2010/1/1 to 2023/12/31</td>
<td align="center">101</td>
</tr>
<tr>
<td align="left">6</td>
<td align="left">&#x2018;nurse staffing models&#x2019;</td>
<td align="left">Full text, from 2010/1/1 to 2023/12/31</td>
<td align="center">17</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn><p><italic>Source</italic>: Adapted from Nicholson, E.C., Van der Heever, M.M., Young, C. &#x0026; Van der Merwe, A., <xref ref-type="bibr" rid="CIT0039">2024</xref>, &#x2018;Developing a framework to inform staffing models for long-term care facilities in resource-constrained contexts&#x2019;, PhD thesis, Stellenbosch University, Stellenbosch #, number.</p></fn>
</table-wrap-foot>
</table-wrap>
<p>After the initial search, the strategy was adapted. Two reviewers independently used the same search strings to conduct a comprehensive search in PubMed and MEDLINE, CINAHL, Cochrane Library&#x2013;Wiley, and Sabinet African Journals. The full search strings for all the databases are available as Online Appendix 1. Lastly, the researchers manually searched the reference lists of the selected studies for additional studies, which were then searched on Google Scholar. The original search took place in December 2022 and a final search was conducted in December 2024.</p>
</sec>
<sec id="s20010">
<title>Study selection</title>
<p>JBI&#x2019;s three-step process was used (Joanna Briggs Institute <xref ref-type="bibr" rid="CIT0025">2015</xref>). Two reviewers (ECB and JCB) independently screened the titles and abstracts manually against the inclusion criteria (<xref ref-type="fig" rid="F0001">Figure 1</xref>). After the initial title and abstract search, the two reviewers retrieved the full articles and conducted independent assessments. Discussions between the two reviewers resolved any disagreements about whether studies should be included or excluded from the review. A third reviewer (MMvdH) conducted a randomised assessment to verify the accuracy of the selection process and inclusion criteria.</p>
<fig id="F0001">
<label>FIGURE 1</label>
<caption><p>PRISMA flow chart of the literature identification and selection process.</p></caption>
<graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="HSAG-31-3137-g001.tif"/>
</fig>
</sec>
<sec id="s20011">
<title>Data abstraction</title>
<p>A custom tool was used for data abstraction, and two reviewers then randomly tested it on three articles to revise it as needed (available as Online Appendix 2). The general information was recorded in a tabulated format (Joanna Briggs Institute <xref ref-type="bibr" rid="CIT0025">2015</xref>) and included the charting of authorship, publication year, country of origin, income level (high, medium, or low-income country), data sources used, study design, sample description and size, study aims, settings, and outcomes. The researchers did not critically appraise the included studies because the purpose of scoping reviews is to map available evidence irrespective of quality (Peters et al. <xref ref-type="bibr" rid="CIT0042">2020</xref>). Themes were used to organise the results.</p>
</sec>
<sec id="s20012">
<title>Trustworthiness</title>
<p>Trustworthiness was ensured through a detailed methodology description to promote transparency, enhance the credibility and reliability of the findings, and enable readers to evaluate the transferability of the scoping review to their own settings (Batten &#x0026; Brackett <xref ref-type="bibr" rid="CIT0006">2021</xref>). A research question and sub-questions were developed, eligibility criteria were set, keywords were identified, and the search strategy was outlined. The inclusion of various electronic databases facilitated method triangulation (Batten &#x0026; Brackett <xref ref-type="bibr" rid="CIT0006">2021</xref>). Gathering data from varied sources facilitated data triangulation (Lincoln &#x0026; Guba <xref ref-type="bibr" rid="CIT0033">1985</xref>). The researchers practised reflexivity by considering their preconceived ideas and assumptions (Dwyer <xref ref-type="bibr" rid="CIT0016">2009</xref>), and carefully reflected on whether the data related to the research question and the study&#x2019;s purpose, as well as with the concepts of staffing levels, skill mix, and staff allocation aligned with residents&#x2019; acuity, nurses&#x2019; scope of practice, and caregivers&#x2019; job descriptions.</p>
</sec>
<sec id="s20013">
<title>Ethical considerations</title>
<p>An application for full ethical approval was made to the Stellenbosch University&#x2019;s Health Research Ethics Committee and ethics consent was received on 18 November 2022. The ethics approval number is S22/10/216.</p>
</sec>
</sec>
<sec id="s0014">
<title>Results</title>
<sec id="s20015">
<title>Study selection</title>
<p><xref ref-type="fig" rid="F0001">Figure 1</xref> contains a PRISMA flow chart to display the study selection and screening process, and reasons for excluding studies. Through four database searches, 1115 studies were identified. A manual search of the reference lists identified an additional study. The final sample included 20 studies.</p>
</sec>
<sec id="s20016">
<title>Study&#x2019;s characteristics</title>
<p><xref ref-type="table" rid="T0002">Table 2</xref> presents the characteristics of the studies. The studies were published between 2012 and 2022. All the data were collected in LTCFs in high-income countries. Data from low- and middle-income countries were unavailable. Nevertheless, resource constraints may also occur in LTCFs in higher-income countries, regardless of income level, making the results from these studies applicable. The studies included the United States (<italic>n</italic> = 8, 40&#x0025;) (Chappell, Kirkham &#x0026; Seitz <xref ref-type="bibr" rid="CIT0013">2022</xref>; Gorges &#x0026; Konetzka <xref ref-type="bibr" rid="CIT0019">2020</xref>; Lerner <xref ref-type="bibr" rid="CIT0032">2013</xref>; Schnelle et al. <xref ref-type="bibr" rid="CIT0050">2016</xref>; Shin <xref ref-type="bibr" rid="CIT0051">2013</xref>; Shin, Park &#x0026; Huh <xref ref-type="bibr" rid="CIT0055">2014</xref>; Yang et al. <xref ref-type="bibr" rid="CIT0066">2021</xref>; Yoon et al. <xref ref-type="bibr" rid="CIT0067">2022</xref>), South Korea (<italic>n</italic> = 6, 30&#x0025;) (Kim &#x0026; Han <xref ref-type="bibr" rid="CIT0028">2018</xref>; Lee et al. <xref ref-type="bibr" rid="CIT0031">2022</xref>; Shin <xref ref-type="bibr" rid="CIT0052">2018</xref>, <xref ref-type="bibr" rid="CIT0053">2019</xref>; Shin &#x0026; Hyun <xref ref-type="bibr" rid="CIT0054">2015</xref>; Shin &#x0026; Shin <xref ref-type="bibr" rid="CIT0057">2019</xref>), Canada (<italic>n</italic> = 1, 5&#x0025;), (McCloskey et al. <xref ref-type="bibr" rid="CIT0035">2015</xref>) Germany (<italic>n</italic> = 2, 10&#x0025;) (Zimmermann &#x0026; Pfaff <xref ref-type="bibr" rid="CIT0068">2018</xref>; Zirves, Demirer &#x0026; Pfaff <xref ref-type="bibr" rid="CIT0069">2021</xref>), and the Netherlands (<italic>n</italic> = 1, 5&#x0025;) (Tuinman et al. <xref ref-type="bibr" rid="CIT0060">2016</xref>). One study collected data from the United States, Canada, England, Germany, Norway, and Sweden (<italic>n</italic> = 1, 5&#x0025;) (Harrington et al. <xref ref-type="bibr" rid="CIT0023">2012</xref>), while another collected data from the United States and South Korea (<italic>n</italic> = 1, 5&#x0025;) (Lee, Shin &#x0026; Harrington <xref ref-type="bibr" rid="CIT0030">2015</xref>).</p>
<table-wrap id="T0002">
<label>TABLE 2</label>
<caption><p>Characteristics of the included studies.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th valign="top" align="left">Author(s), year published</th>
<th valign="top" align="left">Country, income level</th>
<th valign="top" align="left">Setting</th>
<th valign="top" align="left">Study design</th>
<th valign="top" align="left">Data sources</th>
<th valign="top" align="left">Description of sample</th>
<th valign="top" align="left">Sample size</th>
<th valign="top" align="left">Study purpose</th>
<th valign="top" align="left">Outcomes</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">Chappell et al. (<xref ref-type="bibr" rid="CIT0013">2022</xref>)</td>
<td align="left">United States (High-income country)</td>
<td align="left">United States nursing homes with more than 50 beds, complete staffing data, and were under the federal government&#x2019;s jurisdiction.</td>
<td align="left">Quantitative study: Cross-sectional design</td>
<td align="left">Nursing Home Compare LTCFocus datasets</td>
<td align="left">RNs, LPNs, NAs, long-stay residents</td>
<td align="left"><italic>n</italic> = 10 436 nursing homes</td>
<td align="left">To investigate the relationship between staffing and prescribing antipsychotic medications in LTCFs between 2016 and 2018</td>
<td align="left">When the total staffing levels were higher, antipsychotic medication prescribing rates were lower. When the licensed staff (RNs + LPNs) increased with 1 HPRD, inappropriate antipsychotic prescribing decreased by 3.09&#x0025;. Nursing aide staffing was not associated with residents&#x2019; use of antipsychotic medication.</td>
</tr>
<tr>
<td align="left">Gorges and Konetzka (<xref ref-type="bibr" rid="CIT0019">2020</xref>)</td>
<td align="left">United States<break/>(High-income country)</td>
<td align="left">All United States nursing homes in the CMS COVID-19 Nursing Home Dataset</td>
<td align="left">Quantitative study: Cross-sectional design</td>
<td align="left">CMS<break/>Nursing Home Compare archives<break/>LTCFocus datasets</td>
<td align="left">RNs, LPNs, CNAs, residents</td>
<td align="left"><italic>n</italic> = 13 167 nursing homes</td>
<td align="left">To understand the relationship between COVID-19 cases, the impact of outbreak severity, and baseline staffing</td>
<td align="left">When the RN HPRD was higher, there was a higher possibility of experiencing COVID-19 cases (the reason was not provided) but lower odds of COVID-19 outbreaks (because of efforts to contain transmission). Low LPN hours were unrelated to COVID-19 outbreaks, but fewer deaths were reported. When the nursing aide levels were higher, the odds of COVID-19 outbreaks were lower, and there were fewer deaths.</td>
</tr>
<tr>
<td align="left">Harrington et al. (<xref ref-type="bibr" rid="CIT0023">2012</xref>)</td>
<td align="left">United States<break/>Canada<break/>England<break/>Germany<break/>Norway<break/>Sweden<break/>(High-income countries)</td>
<td align="left">Nursing homes in the United States, Canada, England, Germany, Norway, and Sweden</td>
<td align="left">Quantitative study: Cross-sectional design</td>
<td align="left">Staffing regulations<break/>Policies<break/>Statistical data from government staffing reports and documents</td>
<td align="left">RNs, LPNs, CNAs, care workers</td>
<td align="left">Data (number not specified) from documents, regulations, internet searches, government websites, research articles and reports</td>
<td align="left">To collect data to compare nurse staffing standards and levels across six countries: the United States, Canada, England, Germany, Norway, and Sweden</td>
<td align="left">Staffing standards and actual staffing levels were lower in most countries than what an expert panel and the CMS in the United States recommend. Most countries do not adjust staffing standards to residents&#x2019; acuity. Actual staffing data in nursing homes were sometimes unavailable, and the care models differed.</td>
</tr>
<tr>
<td align="left">Kim and Han (<xref ref-type="bibr" rid="CIT0028">2018</xref>)</td>
<td align="left">South Korea<break/>(High-income country)</td>
<td align="left">All long-term care hospitals (nursing homes) in South Korea</td>
<td align="left">Quantitative study: Longitudinal design</td>
<td align="left">HIRA website</td>
<td align="left">RNs, CNAs, residents</td>
<td align="left">Long-term care hospitals (South Korean nursing homes):<break/><italic>n</italic> = 481 in 2010<break/><italic>n</italic> = 631 in 2012<break/><italic>n</italic> = 881 in 2013</td>
<td align="left">To examine hospitals that provided long-term care from 2010 to 2013 and explore the link between patient outcomes and staff turnover during that period</td>
<td align="left">Resident acuity increased in the LTCFs, leading to higher care needs, which necessitated staff with higher educational preparation. However, the skill mix in the LTCFs decreased from 2010 to 2013. Consequently, the RN-to-patient ratio decreased, leading to adverse outcomes.</td>
</tr>
<tr>
<td align="left">Lee et al. (<xref ref-type="bibr" rid="CIT0030">2015</xref>)</td>
<td align="left">South Korea<break/>United States (High-income countries)</td>
<td align="left">Nursing homes</td>
<td align="left">Quantitative study: Descriptive design</td>
<td align="left">Documents and regulations of nursing home staffing standards from government websites, government documents, research articles, reports</td>
<td align="left">RNs, LPNs, CNAs, caregivers</td>
<td align="left">&#x2013;Data from <italic>n</italic> = 50 US states and the District of Columbia in 2010<break/>&#x2013;Medicare Nursing Home Compare Website 2013<break/>&#x2013;Data about each country&#x2019;s nomenclature for nursing homes, number of homes, educational and training requirements</td>
<td align="left">To compare staffing standards and nurse levels and education and training requirements in United States and South Korean nursing homes</td>
<td align="left">Korean RN education requirements compared with those of United States RNs; Korean CNAs&#x2019; job descriptions compared with those of United States LPNs; and Korean care workers&#x2019; job descriptions compared with those of United States CNAs.<break/>The United States appeared to have higher RN and CNA standards and levels but lower caregiver levels than South Korea. South Korean LTCFs were required to have higher staffing levels when residents&#x2019; acuity levels increased, while the United States did not apply acuity-based staffing.</td>
</tr>
<tr>
<td align="left">Lee et al. (<xref ref-type="bibr" rid="CIT0031">2022</xref>)</td>
<td align="left">South Korea<break/>(High-income country)</td>
<td align="left">All nursing homes in South Korea</td>
<td align="left">Quantitative study: Descriptive design</td>
<td align="left">Korean Government&#x2019;s Information Disclosure System<break/>Korean National Health Insurance Corporation website</td>
<td align="left">RNs, CNAs, residents</td>
<td align="left"><italic>n</italic> = 3389 nursing homes<break/><italic>n</italic> = 118 315 residents</td>
<td align="left">To examine organisational factors and staffing characteristics in nursing homes during the peak of the COVID-19 pandemic. The authors explored the relationship between staff-to-resident ratios, RN proportions, and the number of resident deaths.</td>
<td align="left">Nursing homes that maintained a significant proportion of RNs within their nursing staff, resulting in a lower RN-to-resident ratio (1:113), experienced no COVID-19 outbreaks. Conversely, nursing homes with a higher RN-to-resident ratio (1:132) did encounter COVID-19 outbreaks. When compared to nursing homes without COVID-19, which had a CNA-to-resident ratio of 1:21, those with COVID-19 outbreaks had a slightly higher CNA-to-resident ratio of 1:19. The care worker-to-resident ratios were the same (1:2) between nursing homes with or without COVID-19 outbreaks. However, the care worker-to-resident ratios (1:2) were positively correlated with the infection rate (<italic>p</italic> = 0.33).</td>
</tr>
<tr>
<td align="left">Lerner (<xref ref-type="bibr" rid="CIT0032">2013</xref>)</td>
<td align="left">United States (High-income country)</td>
<td align="left">Nursing homes in the state of Maryland</td>
<td align="left">Quantitative study: Cross-sectional design</td>
<td align="left">Data from the Nursing Home Compare website</td>
<td align="left">RNs, CNAs</td>
<td align="left"><italic>n</italic> = 225 nursing homes</td>
<td align="left">To explore whether nurse staffing levels and skill mix influenced Maryland nursing facilities&#x2019; deficiencies in terms of severity and numbers</td>
<td align="left">Having more RNs than CNAs in the skill mix was linked to lower deficiency severity, although not with the number of deficiencies. Higher CNA HPRD was associated with fewer deficiencies being issued.</td>
</tr>
<tr>
<td align="left">McCloskey et al. (<xref ref-type="bibr" rid="CIT0035">2015</xref>)</td>
<td align="left">Canada<break/>(High-income country)</td>
<td align="left">Not-for-profit nursing homes in one Canadian province</td>
<td align="left">Quantitative study: Cross-sectional design</td>
<td align="left">Primary data: observations</td>
<td align="left">RNs, LPNs, resident attendants and/or care aides</td>
<td align="left"><italic>n</italic> = 7 nursing homes</td>
<td align="left">To determine how nurses and caregivers spend their time in nursing homes and explored whether differences existed between the seven nursing homes, the work shifts, and the staff&#x2019;s licensure levels</td>
<td align="left">The seven included nursing homes all showed adherence to the government-mandated skill mix. RNs and LPNs performed activities that could have been delegated to non-regulated care workers. Care aides spent considerably more time on valueless tasks (e.g. searching for equipment) than other care providers, indicating poor efficiency.</td>
</tr>
<tr>
<td align="left">Schnelle et al. (<xref ref-type="bibr" rid="CIT0050">2016</xref>)</td>
<td align="left">United States<break/>(High-income country)</td>
<td align="left">Nursing homes nationwide in the United States</td>
<td align="left">Quantitative study: Correlational design</td>
<td align="left">CMS data</td>
<td align="left">Nursing aides</td>
<td align="left"><italic>n</italic> = 211 424 quarters of CMS data<break/><italic>n</italic> = 13 533 nursing homes</td>
<td align="left">To describe associations between nurse aide staffing levels and the activities of daily living (ADL) workload</td>
<td align="left">The link between residents&#x2019; required care based on their ADL needs and staffing levels was weak. Nurse aides provide the most labour-intensive care to residents by assisting with ADLs, such as bathing, feeding, incontinence care, and mobility.</td>
</tr>
<tr>
<td align="left">Shin (<xref ref-type="bibr" rid="CIT0051">2013</xref>)</td>
<td align="left">United States<break/>(High-income country)</td>
<td align="left">One was government-owned, and there were 12 for-profit and 12 not-for-profit nursing homes in Iowa, United States.<break/>Rural nursing homes: 15, urban areas: 10</td>
<td align="left">Quantitative study: Correlational design</td>
<td align="left">OSCAR<break/>MDS version 3.0<break/>(The Quality-of-Life section in MDS 3.0-questionnaire for residents)</td>
<td align="left">Residents, RNs, LPNs/LVNs, CNAs</td>
<td align="left"><italic>n</italic> = 231 residents<break/><italic>n</italic> = 25 nursing homes</td>
<td align="left">To investigate associations between nurse staffing and United States nursing home residents&#x2019; quality of life</td>
<td align="left">A higher proportion of RNs to LPNs/LVNs and CNAs was associated with a higher ability of residents to function and complete tasks. However, as the proportion of RNs to LPNs/LVNs increased, it did not positively contribute to residents&#x2019; autonomy (possibly because the RNs are less involved in direct care activities such as clothing the residents) and spiritual wellbeing (maybe because RNs do not transport residents to religious services).</td>
</tr>
<tr>
<td align="left">Shin (<xref ref-type="bibr" rid="CIT0052">2018</xref>)</td>
<td align="left">South Korea<break/>(High-income country)</td>
<td align="left">South Korean nursing homes</td>
<td align="left">Quantitative study: Longitudinal design</td>
<td align="left">Primary data: Quarterly surveys</td>
<td align="left">Nursing home administrators, RNs, and CNAs are workers</td>
<td align="left"><italic>n</italic> = 45 nursing homes</td>
<td align="left">To examine the longitudinal link between residents&#x2019; care quality and the available nurses</td>
<td align="left">In a skill mix where more RNs and fewer CNAs or care workers were employed, residents were less aggressive, showed fewer signs of depression and weight loss, and were less on bed rest.</td>
</tr>
<tr>
<td align="left">Shin (<xref ref-type="bibr" rid="CIT0053">2019</xref>)</td>
<td align="left">South Korea<break/>(High-income country)</td>
<td align="left">South Korean nursing homes</td>
<td align="left">Quantitative study: Longitudinal design</td>
<td align="left">Six quarterly nurse staffing HPRD data and 15 quality care indicators</td>
<td align="left">RNs, CNAs, care workers</td>
<td align="left"><italic>n</italic> = 45 nursing homes</td>
<td align="left">To develop appropriate optimisation models for determining the optimal nursing staff HPRD to achieve better care outcomes for nursing home residents</td>
<td align="left">An increase of 12&#x0025; in RN HPRD corresponded to a 3&#x0025; enhancement in care quality. Similarly, a 20&#x0025; increase in RN HPRD showed a 5&#x0025; to 8&#x0025; improvement in quality-of-care outcomes without increasing the CNA HPRD. Furthermore, a 30&#x0025; increase in RN HPRD without an increase in CNA HPRD led to a 5&#x0025; &#x2013; 8&#x0025; increase in the quality of all the care outcomes combined.</td>
</tr>
<tr>
<td align="left">Shin and Hyun (<xref ref-type="bibr" rid="CIT0054">2015</xref>)</td>
<td align="left">South Korea<break/>(High-income country)</td>
<td align="left">Nursing homes from six provinces in South Korea</td>
<td align="left">Quantitative study: Cross-sectional design</td>
<td align="left">Primary data: surveys</td>
<td align="left">RNs, CNAs, care workers</td>
<td align="left"><italic>n</italic> = 19 nursing homes</td>
<td align="left">To investigate the link between nursing home quality of care and nurse staffing in Korea, using 15 quality-of-care indicators</td>
<td align="left">Compared to certified nurse assistants, RNs contribute uniquely to resident outcomes in fall prevention, decreased aggressive behaviours, less use of tubes for feeding, and better mobility in nursing homes in South Korea. There was no significant statistical difference between the skill mix ratio of certified nurse assistants and qualified care workers in proportion to the total staffing and the quality-of-care outcomes.</td>
</tr>
<tr>
<td align="left">Shin, Park and Huh (<xref ref-type="bibr" rid="CIT0055">2014</xref>)</td>
<td align="left">United States<break/>(High-income country)</td>
<td align="left">Nursing homes within 100 miles of Buffalo, New York, United States.</td>
<td align="left">Quantitative study: Cross-sectional design</td>
<td align="left">OSCAR data<break/>Primary data using the Nursing Personnel Data Collection Tool<break/>Self-reported Quality of Life instrument</td>
<td align="left">Residents, RNs, LPNs, CNAs</td>
<td align="left"><italic>n</italic> = 142 residents<break/><italic>n</italic> = 8 nursing homes</td>
<td align="left">To explore associations between QOL and nurse staffing in Western New York State nursing homes</td>
<td align="left">A higher portion of LPNs and CNAs than RNs in the total skill mix had a better impact on residents&#x2019; meaningful activities, security, and food enjoyment domains. In contrast, the more stable the RN staffing was (less turnover), the more content the residents were with their meaningful activities, security, and food enjoyment.</td>
</tr>
<tr>
<td align="left">Shin and Shin (<xref ref-type="bibr" rid="CIT0057">2019</xref>)</td>
<td align="left">South Korea<break/>(High-income country)</td>
<td align="left">Nursing homes were randomly sampled from 17 administrative districts in Korea.</td>
<td align="left">Quantitative study: Cross-sectional design</td>
<td align="left">Data from the 60 nursing homes and open-access government data</td>
<td align="left">RNs, CNAs, care workers</td>
<td align="left"><italic>n</italic> = 60 nursing homes</td>
<td align="left">To explore links between care quality outcomes and nurse staffing by considering the healthcare market characteristics in South Korea</td>
<td align="left">An increase in RN HPRD reduced the administration of psychotropic medications to residents, lowered the likelihood of residents experiencing inadequate nutrition and weight loss, and did not seem to have a significant effect on staff turnover.</td>
</tr>
<tr>
<td align="left">Tuinman et al. (<xref ref-type="bibr" rid="CIT0060">2016</xref>)</td>
<td align="left">The Netherlands (High-income country)</td>
<td align="left">Three chains of residential care facilities and nursing homes were selected in the north of the Netherlands. Five facilities were included: four residential care units, three somatic units, and six psycho-geriatric units.</td>
<td align="left">Quantitative study: Cross-sectional design</td>
<td align="left">Primary data: Structured questionnaires for observations<break/>Delphi panel</td>
<td align="left">Residents, healthcare assistants, nursing assistants, RNs, and primary caregivers</td>
<td align="left"><italic>n</italic> = 5 facilities that provided long-term care<break/><italic>n</italic> = 19 RNs<break/><italic>n</italic> = 89 nursing assistants<break/><italic>n</italic> = 9 primary caregivers<break/><italic>n</italic> = 19 healthcare assistants<break/><italic>n</italic> = 335 residents</td>
<td align="left">To examine relationships between how nurses use their time, the type of nursing staff, the acuity levels of residents, and the types of units by using standardised nursing intervention classification</td>
<td align="left">There was no significant association between the time nurses spent on nursing intervention classification domains and residents&#x2019; acuity levels.<break/>Residents seemed to receive the same care regardless of their individual needs or acuity levels.<break/>Role differentiation appeared blurred because task allocation between RNs, nursing assistants, and primary caregivers was limited.</td>
</tr>
<tr>
<td align="left">Yang et al. (<xref ref-type="bibr" rid="CIT0066">2021</xref>)</td>
<td align="left">United States<break/>(High-income country)</td>
<td align="left">Medicare/<break/>Medicaid-licensed nursing homes in the 2018 United States CASPER period.</td>
<td align="left">Quantitative study: Cross-sectional design</td>
<td align="left">CMS<break/>CASPER<break/>AHRF</td>
<td align="left">RNs, LPNs, CNAs</td>
<td align="left"><italic>n</italic> = 14 325 nursing homes</td>
<td align="left">To examine nurse staffing levels and skill mix patterns and to determine whether these patterns affected rehospitalisation rates or recurrent emergency department visits</td>
<td align="left">Nursing homes with a more significant proportion of RNs than the national average had the lowest emergency department visit and rehospitalisation rates. In contrast, the nursing homes that relied more on LPNs than RNs and CNAs for care delivery had the highest emergency department visits and rehospitalisation rates. A poor alignment existed between LPNs&#x2019; scope of practice and residents&#x2019; needs.</td>
</tr>
<tr>
<td align="left">Yoon et al. (<xref ref-type="bibr" rid="CIT0067">2022</xref>)</td>
<td align="left">United States<break/>(High-income country)</td>
<td align="left">Federal regulations govern United States nursing homes with Medicare and/or Medicaide licensure.</td>
<td align="left">Quantitative study: Cross-sectional design</td>
<td align="left">CASPER<break/>Payroll-Based Journal data</td>
<td align="left">RNs, LPNs, CNAs, nurse aides in training, certified medication aides or technicians</td>
<td align="left"><italic>n</italic> = 13 614 nursing homes</td>
<td align="left">To explore the links between how often nursing homes received deficiency citations for improper psychotropic medication use in treating residents with dementia symptoms and nurse staff levels</td>
<td align="left">Higher nurse and caregiver staffing levels in nursing homes were associated with fewer chances of receiving deficiency citations for improper use of psychotropic medications than in nursing homes with lower staffing levels.</td>
</tr>
<tr>
<td align="left">Zimmermann and Pfaff (<xref ref-type="bibr" rid="CIT0068">2018</xref>)</td>
<td align="left">Germany<break/>(High-income country)</td>
<td align="left">Most nursing homes were non-profit organisations in the federal states of North Rhine-Westphalia and Bavaria. The areas included Saarland, Schleswig-Holstein, Baden-Wuerttemberg, Rhineland-Palatinate, and Hesse.</td>
<td align="left">Quantitative study: Correlational design</td>
<td align="left">Project EQisA. data<break/>(Project EQisA was developed to examine quality outcomes in German nursing homes).</td>
<td align="left">Residents, RNs, nursing assistants, additional care staff</td>
<td align="left"><italic>n</italic> = 166 nursing homes<break/><italic>n</italic> = 8665 residents</td>
<td align="left">To determine the staffing level differences between facilities with residents who showed no weight loss and facilities with residents experiencing unintentional weight loss</td>
<td align="left">Staffing levels varied between regions in Germany and were calculated based on the residents&#x2019; dependency levels. In weight loss, the nurse-resident ratio or staffing level seemed to be a factor for cognitively abled residents but did not affect those with cognitive impairment. RNs are responsible for residents&#x2019; nutrition, and additional care staff assist with eating. Nutritional care may improve with feeding assistance from the additional care staff.</td>
</tr>
<tr>
<td align="left">Zirves et al. (<xref ref-type="bibr" rid="CIT0069">2021</xref>)</td>
<td align="left">Germany<break/>(High-income country)</td>
<td align="left">Nursing homes from the Diocesan Caritas Association North Rhine-Westphalia</td>
<td align="left">Quantitative study: Correlational design</td>
<td align="left">Project in QS<break/>(Project used indicators to promote quality)</td>
<td align="left">Residents, RNs, nursing assistants, additional care staff</td>
<td align="left"><italic>n</italic> = 30 nursing homes,<break/><italic>n</italic> = 1782 residents older than 80 years</td>
<td align="left">To explore whether there was a link between residents older than 80, with or without dementia, and RN-to-resident ratios</td>
<td align="left">Residents&#x2019; ability to organise their lives independently and maintain social contact when they did not have dementia was linked to the number of available RNs.<break/>This might have been because RNs can promote residents&#x2019; independence. However, the RN-to-resident ratio was not related to residents with dementia&#x2019;s ability to organise their lives independently and maintain social contact. This may be because of RNs not being much involved with direct resident care and the residents with dementia already being restricted regarding their abilities.</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn><p><italic>Source</italic>: Adapted from Nicholson, E.C., Van der Heever, M.M., Young, C. &#x0026; Van der Merwe, A., <xref ref-type="bibr" rid="CIT0039">2024</xref>, &#x2018;Developing a framework to inform staffing models for long-term care facilities in resource-constrained contexts&#x2019;, PhD thesis, Stellenbosch University, Stellenbosch</p></fn>
<fn><p>Note: Details of the cited articles are available in the full reference list of this manuscript.</p></fn>
<fn><p>AHRF, Area Health Resources File; CASPER, Certification and Survey Provider Enhanced Reporting System; CMS, Centres for Medicare &#x0026; Medicaid Services; CNA, certified nurse assistant; DES, Discrete event simulation model; HIRA, Health Insurance Review and Assessment Service; HPRD, hours per resident day; LPNs, licensed practical nurses; LTCFocus, long-term care focus; LVNs, licensed vocational nurses; MDS, minimum data set; NAs, nursing assistants; OSCAR, Open Super-large Crawled Aggregated coRpus; RNs, registered nurses; LTCF, Long-term care facilities; US, United States.</p></fn>
</table-wrap-foot>
</table-wrap>
<p>Eleven studies (<italic>n</italic> = 11, 55&#x0025;) used cross-sectional designs (Chappell et al. <xref ref-type="bibr" rid="CIT0013">2022</xref>; Gorges &#x0026; Konetzka <xref ref-type="bibr" rid="CIT0019">2020</xref>; Harrington et al. <xref ref-type="bibr" rid="CIT0023">2012</xref>; Lerner <xref ref-type="bibr" rid="CIT0032">2013</xref>; McCloskey et al. <xref ref-type="bibr" rid="CIT0035">2015</xref>; Shin <xref ref-type="bibr" rid="CIT0052">2018</xref>; Shin et al. <xref ref-type="bibr" rid="CIT0055">2014</xref>; Shin &#x0026; Shin <xref ref-type="bibr" rid="CIT0057">2019</xref>; Tuinman et al. <xref ref-type="bibr" rid="CIT0060">2016</xref>; Yang et al. <xref ref-type="bibr" rid="CIT0066">2021</xref>; Yoon et al. <xref ref-type="bibr" rid="CIT0067">2022</xref>), four studies (<italic>n</italic> = 4, 20&#x0025;) used correlational designs (Schnelle et al. <xref ref-type="bibr" rid="CIT0050">2016</xref>; Shin <xref ref-type="bibr" rid="CIT0051">2013</xref>; Zimmermann &#x0026; Pfaff <xref ref-type="bibr" rid="CIT0068">2018</xref>; Zirves et al. <xref ref-type="bibr" rid="CIT0069">2021</xref>), three studies (<italic>n</italic> = 3, 15&#x0025;) were longitudinal (Kim &#x0026; Han <xref ref-type="bibr" rid="CIT0028">2018</xref>; Shin <xref ref-type="bibr" rid="CIT0052">2018</xref>, <xref ref-type="bibr" rid="CIT0053">2019</xref>), and two studies (<italic>n</italic> = 2, 10&#x0025;) were descriptive (Lee et al. <xref ref-type="bibr" rid="CIT0030">2015</xref>, <xref ref-type="bibr" rid="CIT0031">2022</xref>). Populations included RNs, licensed practical or vocational nurses (LPNs or LVNs), nurse assistants (NAs), certified nursing assistants (CNAs), care workers, and residents. Most studies (<italic>n</italic> = 15, 75&#x0025;) collected secondary data from government staffing websites, payroll-based journal data, medical insurance websites, government documents, research articles, reports, and quarterly data from nursing homes (Chappell et al. <xref ref-type="bibr" rid="CIT0013">2022</xref>; Gorges &#x0026; Konetzka <xref ref-type="bibr" rid="CIT0019">2020</xref>; Harrington et al. <xref ref-type="bibr" rid="CIT0023">2012</xref>; Kim &#x0026; Han <xref ref-type="bibr" rid="CIT0028">2018</xref>; Lee et al. <xref ref-type="bibr" rid="CIT0030">2015</xref>, <xref ref-type="bibr" rid="CIT0031">2022</xref>; Lerner <xref ref-type="bibr" rid="CIT0032">2013</xref>; Schnelle et al. <xref ref-type="bibr" rid="CIT0050">2016</xref>; Shin <xref ref-type="bibr" rid="CIT0051">2013</xref>, <xref ref-type="bibr" rid="CIT0053">2019</xref>; Shin &#x0026; Shin <xref ref-type="bibr" rid="CIT0057">2019</xref>; Yang et al. <xref ref-type="bibr" rid="CIT0066">2021</xref>; Yoon et al. <xref ref-type="bibr" rid="CIT0067">2022</xref>; Zimmermann &#x0026; Pfaff <xref ref-type="bibr" rid="CIT0068">2018</xref>; Zirves et al. <xref ref-type="bibr" rid="CIT0069">2021</xref>). Five studies (<italic>n</italic> = 5, 25&#x0025;) collected primary data (McCloskey et al. <xref ref-type="bibr" rid="CIT0035">2015</xref>; Shin <xref ref-type="bibr" rid="CIT0052">2018</xref>; Shin &#x0026; Hyun <xref ref-type="bibr" rid="CIT0054">2015</xref>; Shin et al. <xref ref-type="bibr" rid="CIT0055">2014</xref>; Tuinman et al. <xref ref-type="bibr" rid="CIT0060">2016</xref>).</p>
</sec>
<sec id="s20017">
<title>Synthesis of results</title>
<p>The synthesised results answered the first research question: &#x2018;How do LTCFs implement staffing models regarding skill mix, staffing levels, and task allocation according to residents&#x2019; acuity?&#x2019;</p>
</sec>
<sec id="s20018">
<title>Skill mix</title>
<p>Countries&#x2019; national staffing standards varied regarding their skill mix (Harrington et al. <xref ref-type="bibr" rid="CIT0023">2012</xref>; Lee et al. <xref ref-type="bibr" rid="CIT0030">2015</xref>; McCloskey et al. <xref ref-type="bibr" rid="CIT0035">2015</xref>; Shin <xref ref-type="bibr" rid="CIT0053">2019</xref>; Shin &#x0026; Shin <xref ref-type="bibr" rid="CIT0057">2019</xref>; Zimmermann &#x0026; Pfaff <xref ref-type="bibr" rid="CIT0068">2018</xref>; Zirves et al. <xref ref-type="bibr" rid="CIT0069">2021</xref>). According to studies conducted in 2018 and 2021, Germany required that half of the care staff must be RNs, spread over 24 h but had no additional specific requirements for the rest of the staff (Zimmermann &#x0026; Pfaff <xref ref-type="bibr" rid="CIT0068">2018</xref>; Zirves et al. <xref ref-type="bibr" rid="CIT0069">2021</xref>). Norway, Sweden, and England did not specify staffing standards (Harrington et al. <xref ref-type="bibr" rid="CIT0023">2012</xref>). In 2019, South Korea required one RN or CNA per 25 residents for nursing homes exceeding 30 beds, and one RN or CNA for nursing homes with fewer than 10 beds and up to 30 beds. The remaining staff comprised care workers (Shin <xref ref-type="bibr" rid="CIT0053">2019</xref>; Shin &#x0026; Shin <xref ref-type="bibr" rid="CIT0057">2019</xref>). Studies conducted between 2012 and 2015 reported that federal United States standards required one RN to be on duty for 8 h every weekday, with an RN and an LPN covering the remaining two 8-h shifts. A director of nursing must be full-time employed, and there must be sufficient staff to ensure residents&#x2019; well-being. The different states within the country may set standards that exceed the federal government&#x2019;s staffing standards (Harrington et al. <xref ref-type="bibr" rid="CIT0023">2012</xref>; Lee et al. <xref ref-type="bibr" rid="CIT0030">2015</xref>).</p>
<p>Authors reported in 2012 and 2015 that Canada&#x2019;s different provincial governments determined their staffing standards (Harrington et al. <xref ref-type="bibr" rid="CIT0023">2012</xref>; McCloskey et al. <xref ref-type="bibr" rid="CIT0035">2015</xref>).</p>
<p>In the studies, the proportion of RNs among the total nurse and caregiver staff ranged from 13.2&#x0025; (Yang et al. <xref ref-type="bibr" rid="CIT0066">2021</xref>) to 56.6&#x0025; (Zimmermann &#x0026; Pfaff <xref ref-type="bibr" rid="CIT0068">2018</xref>). In South Korea, an RN or CNA may be used interchangeably, with the proportion of RNs or CNAs indicated in the study as 15.87&#x0025; (Lee et al. <xref ref-type="bibr" rid="CIT0031">2022</xref>). Yang et al. (<xref ref-type="bibr" rid="CIT0066">2021</xref>) indicated in 2021 the proportion of LPNs in their United States study as 23.4&#x0025;, while McCloskey et al. (<xref ref-type="bibr" rid="CIT0035">2015</xref>) in Canada in 2015 indicated 40&#x0025;. The proportion of caregivers ranged from 40&#x0025; in Canada (McCloskey et al. <xref ref-type="bibr" rid="CIT0035">2015</xref>) to 84.13&#x0025; in South Korea (Lee et al. <xref ref-type="bibr" rid="CIT0031">2022</xref>).</p>
<p>Registered nurses undergo between 3 and 4 years of training (Zirves et al. <xref ref-type="bibr" rid="CIT0069">2021</xref>). Compared to other nurse categories and caregivers, RNs use higher levels of clinical judgement, decision-making, and critical thinking when providing care (Chappell et al. <xref ref-type="bibr" rid="CIT0013">2022</xref>). In the United States, the category of LPN completes a 1-year full-time nursing course (Yang et al. <xref ref-type="bibr" rid="CIT0066">2021</xref>). South Korean CNA category&#x2019;s job description seems comparable to LPNs in the United States (Lee et al. <xref ref-type="bibr" rid="CIT0031">2022</xref>). Certified nursing assistants in South Korea do not train at nursing colleges but attend private nursing institutes or occupational high schools (Shin <xref ref-type="bibr" rid="CIT0053">2019</xref>). Care workers in South Korea receive 240 h of home care training (Shin <xref ref-type="bibr" rid="CIT0052">2018</xref>, <xref ref-type="bibr" rid="CIT0053">2019</xref>) and have job scopes comparable to those of the United States CNAs (Lee et al. <xref ref-type="bibr" rid="CIT0031">2022</xref>). Unlicensed staff, such as care workers without nursing qualifications, are often used (Shin <xref ref-type="bibr" rid="CIT0052">2018</xref>, <xref ref-type="bibr" rid="CIT0053">2019</xref>).</p>
</sec>
<sec id="s20019">
<title>Staffing levels</title>
<p>Staffing levels, i.e. the number of staff required to provide care HPRD, also varied between provinces and countries. In 2011, the HPRD was 1.9 in Alberta, Canada, and 2.0 in Saskatchewan, Canada. The HPRD in Florida was 3.9 and 2.56 in South Carolina in the United States (Harrington et al. <xref ref-type="bibr" rid="CIT0023">2012</xref>). In Germany, residents highly dependent on care require &#x2265;5 HPRD for assistance or &#x2265;4 HPRD for basic care (Zimmermann &#x0026; Pfaff <xref ref-type="bibr" rid="CIT0068">2018</xref>). In South Korea, national standards stipulate that for every 25 residents, there must be one CNA <italic>or</italic> RN, and that the care worker-to-resident ratio be maintained at 1:2.5 (Lee et al. <xref ref-type="bibr" rid="CIT0031">2022</xref>; Shin <xref ref-type="bibr" rid="CIT0053">2019</xref>). England&#x2019;s 2011 regulations did not specify LTCF staffing levels; however, the registration authority set those levels based on residents&#x2019; needs (Harrington et al. <xref ref-type="bibr" rid="CIT0023">2012</xref>).</p>
<p>Chappell et al. (<xref ref-type="bibr" rid="CIT0013">2022</xref>) conducted a cross-sectional study and found that across 10 436 United States LTCFs, the mean staffing level for RNs, LPNs, and nursing assistants was 3.69 HPRD. Harrington et al. (<xref ref-type="bibr" rid="CIT0023">2012</xref>) compared staffing standards across countries in 2022, with the HPRD values as follows: United States: 3.9 HPRD, Canada: between 2.1 and 3.3 HPRD, England: 4.26 HPRD, and Sweden, with the highest staffing levels at 5.19 HPRD. A comparison of nurse staffing between South Korea and the United States showed that the United States RNs provided an HPRD of 0,63, versus 0,47 for RNs or CNAs in South Korea (Lee et al. <xref ref-type="bibr" rid="CIT0030">2015</xref>). In a study conducted across seven Canadian LTCFs, the staffing level averaged 3.1 HPRD (McCloskey et al. <xref ref-type="bibr" rid="CIT0035">2015</xref>).</p>
<p>Higher total staffing levels seemed to be linked to lower prescription rates of antipsychotic medications, better ability of staff to address residents&#x2019; behavioural and psychological symptoms (Chappell et al. <xref ref-type="bibr" rid="CIT0013">2022</xref>), and to allow RNs more time to explore possible causes of disruptive behaviours (Yoon et al. <xref ref-type="bibr" rid="CIT0067">2022</xref>). The probability that an LTCF had only one COVID-19 case was not affected by the number of staff, although more staff were associated with better COVID-19 case control (Gorges &#x0026; Konetzka <xref ref-type="bibr" rid="CIT0019">2020</xref>). Lee et al. (<xref ref-type="bibr" rid="CIT0031">2022</xref>) further found that a higher care workers-to-residents ratio was associated with more infections and higher mortality rates; thus, when more care workers were employed, but fewer RNs, infections and mortality rates were higher. Low staffing levels were associated with high workloads (Yoon et al. <xref ref-type="bibr" rid="CIT0067">2022</xref>) and the inability of the staff to assist residents with their daily living activities (Schnelle et al. <xref ref-type="bibr" rid="CIT0050">2016</xref>).</p>
<p>Four studies described the effect of increased staffing levels on resident outcomes. A 1-h increase in overall staffing HPRD led to a 0.75&#x0025; reduction in the improper prescribing of antipsychotic medication. When the RNs&#x2019; HPRD was increased by 1 h, it led to a decrease of 2.25&#x0025; in the improper prescribing of antipsychotic medications (Chappell et al. <xref ref-type="bibr" rid="CIT0013">2022</xref>), a 5.72&#x0025; decrease in residents with bed rest (Shin <xref ref-type="bibr" rid="CIT0052">2018</xref>), and 6.8&#x0025; fewer resident falls (Shin &#x0026; Hyun <xref ref-type="bibr" rid="CIT0054">2015</xref>). A 12&#x0025; increase in RN HPRD resulted in a 3&#x0025; improvement in quality of care, while a 20&#x0025; increase in RN HPRD led to a 5&#x0025; &#x2013; 8&#x0025; improvement in quality of care (Shin <xref ref-type="bibr" rid="CIT0053">2019</xref>). A 1-h increase in LPN HPRD decreased inappropriate antipsychotic medicine prescribing by 1.83&#x0025; (Chappell et al. <xref ref-type="bibr" rid="CIT0013">2022</xref>). However, when increasing the HPRD of CNAs and care workers by 1 h, aggressive behaviours in residents increased by 4.238&#x0025;, residents on bed rest increased by 5.047&#x0025; (Shin <xref ref-type="bibr" rid="CIT0052">2018</xref>), and there was a 5.3&#x0025; increase in feeding tube use (Shin &#x0026; Hyun <xref ref-type="bibr" rid="CIT0054">2015</xref>).</p>
<p>Only three studies reported a link between skill mix, staffing levels, and organisational outcomes. In Lerner&#x2019;s (<xref ref-type="bibr" rid="CIT0032">2013</xref>) study in 2013, 225 United States LTCFs with a mean total staffing of 1.71 HPRD received 9.76 deficiency citations for violating federal regulatory care standards. While some LTCFs received no citations, others received up to 51 deficiency citations (Lerner <xref ref-type="bibr" rid="CIT0032">2013</xref>). Similarly, Yoon et al. (<xref ref-type="bibr" rid="CIT0067">2022</xref>) found that the likelihood of receiving deficiency citations was lower when staffing levels were 3.61 HPRD rather than 3.51 HPRD. In addition, low staff turnover leads to better quality of care, whereas high RN turnover worsens residents&#x2019; outcomes.</p>
</sec>
<sec id="s20020">
<title>Staff allocation</title>
<p>Staff allocation and the use of nurses and caregivers showed similarities across the countries. The roles and responsibilities of the RNs include taking responsibility for the overall nursing process (Zimmermann &#x0026; Pfaff <xref ref-type="bibr" rid="CIT0068">2018</xref>), being accountable for evaluating overall nursing outcomes (Yoon et al. <xref ref-type="bibr" rid="CIT0067">2022</xref>), providing health education, conducting residents&#x2019; physical assessments (Lee et al. <xref ref-type="bibr" rid="CIT0031">2022</xref>), and overseeing nursing assistants and additional care staff (Zimmermann &#x0026; Pfaff <xref ref-type="bibr" rid="CIT0068">2018</xref>). Registered nurses also tended to care for residents requiring higher levels of care (Tuinman et al. <xref ref-type="bibr" rid="CIT0060">2016</xref>). Between 3.5&#x0025; and 28.9&#x0025; of RNs&#x2019; time is spent on non-value-added resident-related activities, such as refilling stock items, searching for equipment and stock, issuing linen, and locating other staff. Furthermore, RNs spend about 16.9&#x0025; of their duty time on walking through the unit and 41.7&#x0025; on indirect resident care, including documentation and communication (McCloskey et al. <xref ref-type="bibr" rid="CIT0035">2015</xref>).</p>
<p>Authors found a lack of clarity between the roles of nurse categories and caregivers (Lee et al. <xref ref-type="bibr" rid="CIT0031">2022</xref>; McCloskey et al. <xref ref-type="bibr" rid="CIT0035">2015</xref>; Shin <xref ref-type="bibr" rid="CIT0053">2019</xref>; Shin &#x0026; Hyun <xref ref-type="bibr" rid="CIT0054">2015</xref>; Shin &#x0026; Shin <xref ref-type="bibr" rid="CIT0057">2019</xref>; Yang et al. <xref ref-type="bibr" rid="CIT0066">2021</xref>; Yoon et al. <xref ref-type="bibr" rid="CIT0067">2022</xref>). Licensed practical nurses appeared to work beyond their scope of practice when RNs were unavailable, but below their scope of practice when CNA shortages occurred (Yoon et al. <xref ref-type="bibr" rid="CIT0067">2022</xref>). In addition, poor role clarity led to RNs and LPNs performing various tasks that could have been delegated to unlicensed care workers (McCloskey et al. <xref ref-type="bibr" rid="CIT0035">2015</xref>). Care workers provide most of the direct resident care under the supervision of RNs and LPNs (Schnelle et al. <xref ref-type="bibr" rid="CIT0050">2016</xref>; Shin <xref ref-type="bibr" rid="CIT0053">2019</xref>; Yang et al. <xref ref-type="bibr" rid="CIT0066">2021</xref>; Zirves et al. <xref ref-type="bibr" rid="CIT0069">2021</xref>).</p>
<p>Acuity-based staffing is not commonly used in most countries, including the United States and Canada, which provided an answer to this scoping review&#x2019;s third question: &#x2018;Is the allocation of staff aligned to the acuity of the individual residents?&#x2019; Harrington et al. (<xref ref-type="bibr" rid="CIT0023">2012</xref>) stated that not implementing acuity-based staffing standards may be the reason for the inability to address residents&#x2019; higher-level care needs. Germany may be an exception, as residents&#x2019; dependency levels informed staffing decisions (Zimmermann &#x0026; Pfaff <xref ref-type="bibr" rid="CIT0068">2018</xref>). Care omissions were about 22&#x0025; when residents&#x2019; acuity levels were high (Schnelle et al. <xref ref-type="bibr" rid="CIT0050">2016</xref>). However, the authors found that residents received similar care despite differing needs (Tuinman et al. <xref ref-type="bibr" rid="CIT0060">2016</xref>).</p>
</sec>
</sec>
<sec id="s0021">
<title>Discussion</title>
<p>The scoping review mapped the results of 20 studies to present a comprehensive overview of the evidence available on how LTCFs implement staffing models regarding staffing levels, skill mix, and task allocation aligned with the nurses&#x2019; scope of practice, caregivers&#x2019; job descriptions, and residents&#x2019; acuity.</p>
<sec id="s20022">
<title>Skill mix</title>
<p>The skill mix standards varied across and within countries, from no specific set standards to prescribing explicit staffing standards. South Africa also has explicit mandatory staffing standards, irrespective of province, whether urban or rural, and whether LTCFs were private or state-subsidised (Republic of South Africa <xref ref-type="bibr" rid="CIT0045">2010a</xref>). The RN numbers in the overall nurse and caregiver staffing in the studies appear low due to some countries&#x2019; standards, such as South Korea, where CNAs may be used instead of RNs (Cho et al. <xref ref-type="bibr" rid="CIT0014">2020</xref>; Shin et al. <xref ref-type="bibr" rid="CIT0056">2021</xref>). In contrast to the proportion of nurses in the skill mix in the included studies, the proportion of unlicensed caregivers in the total staffing was as high as 84.13&#x0025; (Lee et al. <xref ref-type="bibr" rid="CIT0031">2022</xref>), despite LTCF residents requiring higher levels of (Bae &#x0026; Kim <xref ref-type="bibr" rid="CIT0005">2020</xref>; Kim &#x0026; Han <xref ref-type="bibr" rid="CIT0028">2018</xref>; Tuinman et al. <xref ref-type="bibr" rid="CIT0060">2016</xref>). South African staffing standards for frail residents require that 33&#x0025; of the total staff be RNs, but 50&#x0025; of the total RNs may be replaced by ENs, resulting in 16.5&#x0025; RNs and 16.5&#x0025; ENs. The remaining 66&#x0025; of the staff may be ENAs, but 50&#x0025; of the total ENAs may be replaced by caregivers, thus 33&#x0025; ENAs and 33&#x0025; caregivers (Republic of South Africa <xref ref-type="bibr" rid="CIT0045">2010a</xref>).</p>
<p>Authors found that more highly educated healthcare professionals are needed (Kim &#x0026; Han <xref ref-type="bibr" rid="CIT0028">2018</xref>) because higher-qualified staff can better address residents&#x2019; higher care needs, thereby improving resident outcomes (Chappell et al. <xref ref-type="bibr" rid="CIT0013">2022</xref>). Overall, the quality of resident care is improved, with lower infection and mortality rates when more RNs are employed rather than care workers (Lee et al. <xref ref-type="bibr" rid="CIT0031">2022</xref>), leading to better quality of life for residents, less decline in residents&#x2019; functional abilities (Shin et al. <xref ref-type="bibr" rid="CIT0056">2021</xref>), and fewer pressure ulcers (Clemens et al. <xref ref-type="bibr" rid="CIT0015">2021</xref>; Jutkowitz et al. <xref ref-type="bibr" rid="CIT0026">2023</xref>; Shin et al. <xref ref-type="bibr" rid="CIT0056">2021</xref>). Thus, before determining the skill mix needed, LTCFs should identify which educational levels and skills are required to meet residents&#x2019; dependency levels and care needs (Harrington et al. <xref ref-type="bibr" rid="CIT0023">2012</xref>). In South African LTCFs, it may be more viable for financially struggling facilities to not only appoint professional nurses but also make greater use of general nurses (diploma-qualified). However, LTCFs should analyse gaps in general nurses&#x2019; skills and address them through in-service training. Although RNs are typically employed at a higher cost than LPNs or CNAs (or ENs and ENAs in South Africa), using RNs offers potential cost-effectiveness in contrast to applying a low-cost nurse staffing model. Investing in more RNs may improve the quality of care, result in fewer deficiency citations (Harrington et al. <xref ref-type="bibr" rid="CIT0024">2020</xref>; Perruchoud et al. <xref ref-type="bibr" rid="CIT0041">2021</xref>), and reduce costs associated with adverse events (Cho et al. <xref ref-type="bibr" rid="CIT0014">2020</xref>; Mukamel et al. <xref ref-type="bibr" rid="CIT0038">2023</xref>).</p>
</sec>
<sec id="s20023">
<title>Staffing levels</title>
<p>Studies have shown that staffing levels in LTCFs vary across countries, with 2.3 HPRD in the United States (Schnelle et al. <xref ref-type="bibr" rid="CIT0050">2016</xref>) and 5.19 HPRD in Sweden (Harrington et al. <xref ref-type="bibr" rid="CIT0023">2012</xref>). United States experts have suggested that LTCFs provide 4.55 HPRD, although many countries provide lower HPRD (Harrington et al. <xref ref-type="bibr" rid="CIT0023">2012</xref>). A minimum of 2.57 HPRD is prescribed for frail residents in South Africa (Republic of South Africa <xref ref-type="bibr" rid="CIT0045">2010a</xref>). Staff burnout may follow when staffing levels are low, as higher workloads increase stress, impede staff&#x2019;s ability to assist residents with daily activities, and may lead to inadequate care (Perruchoud et al. <xref ref-type="bibr" rid="CIT0041">2021</xref>; Schnelle et al. <xref ref-type="bibr" rid="CIT0050">2016</xref>). Adverse events, such as increased use of psychotropic medications in residents, may occur when RN staffing levels are too low. Conversely, higher RN staffing can contribute to positive resident outcomes. Higher RN hours may help address residents&#x2019; behavioural issues when RNs have enough time (Yoon et al. <xref ref-type="bibr" rid="CIT0067">2022</xref>), thereby reducing the need for antipsychotic medications (Chappell et al. <xref ref-type="bibr" rid="CIT0013">2022</xref>). Fewer resident deaths were associated with higher staffing levels (Cho et al. <xref ref-type="bibr" rid="CIT0014">2020</xref>), emergency department visits and rehospitalisations were less (Yang et al. <xref ref-type="bibr" rid="CIT0066">2021</xref>), fewer residents were on bed rest, and there was less need to restrain residents (Shin <xref ref-type="bibr" rid="CIT0052">2018</xref>). Long-term care facilities can incur higher costs when they are required to use agency staff to fill staffing gaps, rather than increase baseline staffing levels above the minimum mandated standards (Griffiths et al. <xref ref-type="bibr" rid="CIT0021">2021</xref>).</p>
</sec>
<sec id="s20024">
<title>Staff allocation</title>
<p>Despite evidence that residents&#x2019; needs are increasing, most LTCFs did not use acuity-based staffing methods at the time of completing this review (Chappell et al. <xref ref-type="bibr" rid="CIT0013">2022</xref>; Zimmermann &#x0026; Pfaff <xref ref-type="bibr" rid="CIT0068">2018</xref>). Authors found that residents receive similar care despite differing needs (Tuinman et al. <xref ref-type="bibr" rid="CIT0060">2016</xref>). Moreover, care omissions were higher when residents&#x2019; acuity was higher (Schnelle et al. <xref ref-type="bibr" rid="CIT0050">2016</xref>). Thus, before staff planning, LTCFs should assess residents&#x2019; needs, consider their acuity levels, and align staff&#x2019;s educational levels, skills, and experience with those needs to ensure residents receive appropriate care (Harrington et al. <xref ref-type="bibr" rid="CIT0023">2012</xref>; Tuinman et al. <xref ref-type="bibr" rid="CIT0060">2016</xref>).</p>
<p>Despite the clear scope of practices for nurses, there is an increased lack of clarity between the roles of different nurse categories and caregivers (Lee et al. <xref ref-type="bibr" rid="CIT0031">2022</xref>; McCloskey et al. <xref ref-type="bibr" rid="CIT0035">2015</xref>). To reduce costs, LTCFs appear to rely on caregivers and LPNs rather than RNs. Consequently, less-qualified staff may assume responsibilities beyond their qualifications. Lee et al. (<xref ref-type="bibr" rid="CIT0031">2022</xref>) found that 22&#x0025; of South Korean LTCFs did not employ RNs but instead used CNAs, even though RNs and CNAs have different scopes of practice and qualifications (Lee et al. <xref ref-type="bibr" rid="CIT0031">2022</xref>; Perruchoud et al. <xref ref-type="bibr" rid="CIT0041">2021</xref>). Likewise, RN shortages may lead LPNs to work beyond their scope of practice, risking overextension (Yang et al. <xref ref-type="bibr" rid="CIT0066">2021</xref>). Despite the RNs&#x2019; and LPNs&#x2019; training and skill set, the results indicated that they perform activities that could have been delegated to lower-qualified staff (McCloskey et al. <xref ref-type="bibr" rid="CIT0035">2015</xref>). Registered nurses spend significant time on indirect resident care activities, such as walking through the units, reviewing documents, and recordkeeping (McCloskey et al. <xref ref-type="bibr" rid="CIT0035">2015</xref>; Tuinman et al. <xref ref-type="bibr" rid="CIT0060">2016</xref>).</p>
<p>However, these non-direct resident activities should support residents&#x2019; care. Registered nurses should review workflow processes and feel comfortable assigning tasks to care workers when those tasks do not benefit residents.</p>
<p>Consequently, RNs&#x2019; efficiency could be enhanced, and they could concentrate on completing tasks within the full scope of their practice (McCloskey et al. <xref ref-type="bibr" rid="CIT0035">2015</xref>). Furthermore, despite being unlicensed, caregivers provide most of the direct resident care and carry significant responsibilities (Lee et al. <xref ref-type="bibr" rid="CIT0031">2022</xref>; Yang et al. <xref ref-type="bibr" rid="CIT0066">2021</xref>). Thus, role clarifications are needed to ensure that tasks are assigned to the appropriate staff, enabling resource optimisation and facilitating quality care (McCloskey et al. <xref ref-type="bibr" rid="CIT0035">2015</xref>). In South Africa, policies that comply with the legal boundaries of caregivers&#x2019; job scope may prevent undesirable task-shifting from higher- to lower-qualified staff.</p>
<p>This scoping review confirmed that adequate staffing is viewed differently between countries and that staffing involves more than only having enough staff with the right qualifications. The review also highlights the importance of aligning the allocation of tasks with the nurses&#x2019; scope of practice, the caregivers&#x2019; job descriptions, and the acuity of the residents.</p>
</sec>
<sec id="s20025">
<title>Strengths and limitations of this review</title>
<p>During this scoping review, insights were gained into nurse and caregiver staffing in LTCFs. Developing a protocol to delineate the scoping review plan strengthened the review. Transparency was enhanced by using two independent reviewers to conduct a search strategy and document all the phases of the review process. A limitation of the scoping review was a lack of evidence from low- to middle-income countries. This may provide an inaccurate or biased perspective of the current state of skill mix, staffing levels, and staff allocation practices in LTCFs. Limiting the search to English-language studies from 2010 may have narrowed the scope of the review, potentially excluding relevant articles and introducing publication bias.</p>
</sec>
<sec id="s20026">
<title>Recommendations for future research</title>
<p>Further research is needed on nurse and caregiver staffing, especially in LTCFs in low- and middle-income countries. Given that caregivers provided most of the care, it is necessary to examine whether staffing deficiencies were associated with adverse events. In addition, research is needed to determine whether residents and family members are comfortable receiving most of their care from caregivers rather than from higher-qualified nurses.</p>
</sec>
</sec>
<sec id="s0027">
<title>Conclusions</title>
<p>Older person care is a global concern that demands careful planning and the strategic use of resources. As older people increasingly require more care, it can place additional burdens on limited resources, including staff. Despite limited resources, LTCFs must ensure they have sufficient staff and a skill mix that meets legislative requirements and residents&#x2019; needs. Furthermore, aligning task allocation with nurses&#x2019; scope of practice, caregivers&#x2019; job descriptions, and residents&#x2019; acuity levels may improve resident outcomes. This review mapped the available literature on implementing nurse and caregiver staffing models in LTCFs, provided insight into their implementation, and contributed to the development of a framework to inform staffing models in resource-constrained contexts for older persons.</p>
</sec>
</body>
<back>
<ack>
<title>Acknowledgements</title>
<p>This article includes content that overlaps with research originally conducted as part of Emerentia C. Nicholson&#x2019;s doctoral thesis titled &#x2018;Developing a framework to inform staffing models for long-term care facilities in resource-constrained contexts&#x2019;, submitted to the Department of Nursing and Midwifery, Faculty of Medicine and Health Sciences, Stellenbosch University in 2024. The thesis was supervised by Mariana M. van der Heever, Cornelle Young and Anita S. van der Merwe. Portions of the data, analysis, and discussion have been revised, updated, and adapted for publication as a journal article. The original thesis is publicly available at: <ext-link ext-link-type="uri" xlink:href="https://scholar.sun.ac.za/items/29609613-5034-4096-ab1e-41b957aa74fc">https://scholar.sun.ac.za/items/29609613-5034-4096-ab1e-41b957aa74fc</ext-link>. The author affirms that this article complies with ethical standards for secondary publication, and appropriate acknowledgement has been made of the original work.</p>
<sec id="s20028" sec-type="COI-statement">
<title>Competing interests</title>
<p>The authors reported that they received funding from the Consolidoc postdoctoral programme, which may be affected by the research reported in the enclosed publication. The authors have disclosed those interests fully and has implemented an approved plan for managing any potential conflicts arising from their involvement. The terms of these funding arrangements have been reviewed and approved by the affiliated University in accordance with its policy on objectivity in research.</p>
</sec>
<sec id="s20029">
<title>CRediT authorship contribution</title>
<p>Emerentia C. Nicholson: Conceptualisation, Methodology, Formal analysis, Writing &#x2013; original draft, Writing &#x2013; review &#x0026; editing, Funding acquisition. Justine C. Baron: Writing &#x2013; review &#x0026; editing. Mariana M. van der Heever: Writing &#x2013; review &#x0026; editing, Supervision. Cornelle Young: Writing &#x2013; review &#x0026; editing, Supervision. Anita S. van der Merwe: Writing &#x2013; review &#x0026; editing, Supervision. All authors reviewed the article, contributed to the discussion of results, approved the final version for submission and publication, and take responsibility for the integrity of its findings.</p>
</sec>
<sec id="s20030" sec-type="data-availability">
<title>Data availability</title>
<p>The authors confirm that the data supporting the findings of this study are available within the article. Inquiries regarding these data may be directed to the corresponding author, Emerentia C. Nicholson.</p>
</sec>
<sec id="s20031">
<title>Disclaimer</title>
<p>The views and opinions expressed in this article are those of the authors and are the product of professional research. They do not necessarily reflect the official policy or position of any affiliated institution, funder, agency, or that of the publisher. The authors are responsible for this article&#x2019;s results, findings, and content.</p>
</sec>
</ack>
<ref-list id="references">
<title>References</title>
<ref id="CIT0001"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Aboderin</surname>, <given-names>I</given-names></string-name></person-group>., <year>2019</year>, &#x2018;<article-title>Toward a fit-for-purpose policy architecture on long-term care in sub-Saharan Africa: Impasse and a research agenda to overcome it</article-title>&#x2019;, <source><italic>Journal of Long-Term Care</italic></source> <volume>2019</volume>, <fpage>119</fpage>&#x2013;<lpage>126</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.31389/jltc.5">https://doi.org/10.31389/jltc.5</ext-link></comment></mixed-citation></ref>
<ref id="CIT0002"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Al-Jumaili</surname>, <given-names>A.A</given-names></string-name>. &#x0026; <string-name><surname>Doucette</surname>, <given-names>W.R</given-names></string-name></person-group>., <year>2018</year>, &#x2018;<article-title>A systems approach to identify factors influencing adverse drug events in nursing homes</article-title>&#x2019;, <source><italic>Journal of American Geriatrics Society</italic></source> <volume>66</volume>(<issue>7</issue>), <fpage>1420</fpage>&#x2013;<lpage>1427</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1111/jgs.15389">https://doi.org/10.1111/jgs.15389</ext-link></comment></mixed-citation></ref>
<ref id="CIT0003"><mixed-citation publication-type="book"><person-group person-group-type="editor"><string-name><surname>Aromataris</surname>, <given-names>E</given-names></string-name>., <string-name><surname>Lockwood</surname>, <given-names>C</given-names></string-name>., <string-name><surname>Porritt</surname>, <given-names>K</given-names></string-name>., <string-name><surname>Pilla</surname>, <given-names>B</given-names></string-name>. &#x0026; <string-name><surname>Jordan</surname>, <given-names>Z</given-names></string-name></person-group>. (eds.), <year>2024</year>, <source><italic>JBI manual for evidence synthesis</italic></source>, <publisher-name>JBI</publisher-name>, <comment>viewed 03 February 2025, from <ext-link ext-link-type="uri" xlink:href="https://jbi-global-wiki.refined.site/space/MANUAL">https://jbi-global-wiki.refined.site/space/MANUAL</ext-link>.</comment></mixed-citation></ref>
<ref id="CIT0004"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Backhaus</surname>, <given-names>R</given-names></string-name>., <string-name><surname>Verbeek</surname>, <given-names>H</given-names></string-name>., <string-name><surname>Van Rossum</surname>, <given-names>E</given-names></string-name>., <string-name><surname>Capezuti</surname>, <given-names>E</given-names></string-name>. &#x0026; <string-name><surname>Hamers</surname>, <given-names>J.P.H</given-names></string-name></person-group>., <year>2014</year>, &#x2018;<article-title>Nurse staffing impact on quality of care in nursing homes: A systematic review of longitudinal studies</article-title>&#x2019;, <source><italic>Journal of the American Medical Directors Association</italic></source> <volume>15</volume>(<issue>6</issue>), <fpage>383</fpage>&#x2013;<lpage>393</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1016/j.jamda.2013.12.080">https://doi.org/10.1016/j.jamda.2013.12.080</ext-link></comment></mixed-citation></ref>
<ref id="CIT0005"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Bae</surname>, <given-names>S.-H</given-names></string-name>. &#x0026; <string-name><surname>Kim</surname>, <given-names>H</given-names></string-name></person-group>., <year>2020</year>, &#x2018;<article-title>Level of resident care need and staffing by size of nursing home under the public long-term care insurance in South Korea</article-title>&#x2019;, <source><italic>Journal of Korean Gerontological Nursing</italic></source> <volume>22</volume>(<issue>1</issue>), <fpage>1</fpage>&#x2013;<lpage>9</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.17079/jkgn.2020.22.1.1">https://doi.org/10.17079/jkgn.2020.22.1.1</ext-link></comment></mixed-citation></ref>
<ref id="CIT0006"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Batten</surname>, <given-names>J</given-names></string-name>. &#x0026; <string-name><surname>Brackett</surname>, <given-names>A</given-names></string-name></person-group>., <year>2021</year>, &#x2018;<article-title>Ensuring the rigor in systematic reviews: Part 3, the value of the search</article-title>&#x2019;, <source><italic>Heart &#x0026; Lung: The Journal of Critical Care</italic></source> <volume>50</volume>(<issue>2</issue>), <fpage>220</fpage>&#x2013;<lpage>222</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1016/j.hrtlng.2020.08.005">https://doi.org/10.1016/j.hrtlng.2020.08.005</ext-link></comment></mixed-citation></ref>
<ref id="CIT0007"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Beckett</surname>, <given-names>C.D</given-names></string-name>., <string-name><surname>Zadvinskis</surname>, <given-names>I.M</given-names></string-name>., <string-name><surname>Dean</surname>, <given-names>J</given-names></string-name>., <string-name><surname>Iseler</surname>, <given-names>J</given-names></string-name>., <string-name><surname>Powell</surname>, <given-names>J.M</given-names></string-name>. &#x0026; <string-name><surname>Buck-Maxwell</surname>, <given-names>B</given-names></string-name></person-group>., <year>2021</year>, &#x2018;<article-title>An integrative review of team nursing and delegation: Implications for nurse staffing during COVID-19</article-title>&#x2019;, <source><italic>Worldviews on Evidence-Based Nursing</italic></source> <volume>18</volume>(<issue>4</issue>), <fpage>251</fpage>&#x2013;<lpage>260</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1111/wvn.12523">https://doi.org/10.1111/wvn.12523</ext-link></comment></mixed-citation></ref>
<ref id="CIT0008"><mixed-citation publication-type="book"><person-group person-group-type="author"><string-name><surname>Bhaskar</surname>, <given-names>R</given-names></string-name></person-group>., <year>2008</year>, <source><italic>A realist theory of science</italic></source>, <publisher-name>Routledge</publisher-name>, <publisher-loc>New York, NY</publisher-loc>.</mixed-citation></ref>
<ref id="CIT0009"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Boscart</surname>, <given-names>V.M</given-names></string-name>., <string-name><surname>Sidani</surname>, <given-names>S</given-names></string-name>., <string-name><surname>Poss</surname>, <given-names>J</given-names></string-name>., <string-name><surname>Davey</surname>, <given-names>M</given-names></string-name>., <string-name><surname>d&#x2019;Avernas</surname>, <given-names>J</given-names></string-name>., <string-name><surname>Brown</surname>, <given-names>P</given-names></string-name>. <etal>et al</etal></person-group>., <year>2018</year>, &#x2018;<article-title>The associations between staffing hours and quality of care indicators in long-term care</article-title>&#x2019;, <source><italic>BMC Health Services Research</italic></source> <volume>18</volume>(<issue>1</issue>), <fpage>750</fpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1186/s12913-018-3552-5">https://doi.org/10.1186/s12913-018-3552-5</ext-link></comment></mixed-citation></ref>
<ref id="CIT0010"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Brennan</surname>, <given-names>C.W</given-names></string-name>. &#x0026; <string-name><surname>Daly</surname>, <given-names>B.J</given-names></string-name></person-group>., <year>2009</year>, &#x2018;<article-title>Patient acuity: A concept analysis</article-title>&#x2019;, <source><italic>Journal of Advanced Nursing</italic></source> <volume>65</volume>(<issue>5</issue>), <fpage>1114</fpage>&#x2013;<lpage>1126</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1111/j.1365-2648.2008.04920.x">https://doi.org/10.1111/j.1365-2648.2008.04920.x</ext-link></comment></mixed-citation></ref>
<ref id="CIT0011"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Br&#x00FC;hl</surname>, <given-names>A</given-names></string-name>., <string-name><surname>Planer</surname>, <given-names>K</given-names></string-name>. &#x0026; <string-name><surname>Hagel</surname>, <given-names>A</given-names></string-name></person-group>., <year>2018</year>, &#x2018;<article-title>Variation of care time between nursing units in classification-based nurse-to-resident ratios: A multilevel analysis</article-title>&#x2019;, <source><italic>INQUIRY</italic></source> <volume>55</volume>, <fpage>1</fpage>&#x2013;<lpage>9</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1177/0046958018755242">https://doi.org/10.1177/0046958018755242</ext-link></comment></mixed-citation></ref>
<ref id="CIT0012"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Butler</surname>, <given-names>M</given-names></string-name>., <string-name><surname>Schultz</surname>, <given-names>T.J</given-names></string-name>., <string-name><surname>Halligan</surname>, <given-names>P</given-names></string-name>., <string-name><surname>Sheridan</surname>, <given-names>A</given-names></string-name>., <string-name><surname>Kinsman</surname>, <given-names>L</given-names></string-name>., <string-name><surname>Rotter</surname>, <given-names>T</given-names></string-name>. <etal>et al</etal></person-group>., <year>2019</year>, &#x2018;<article-title>Hospital nurse-staffing models and patient- and staff-related outcomes</article-title>&#x2019;, <source><italic>Cochrane Database of Systematic Reviews</italic></source> <volume>4</volume>(<issue>4</issue>), <fpage>CD007019</fpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1002/14651858.CD007019.pub3">https://doi.org/10.1002/14651858.CD007019.pub3</ext-link></comment></mixed-citation></ref>
<ref id="CIT0013"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Chappell</surname>, <given-names>V</given-names></string-name>., <string-name><surname>Kirkham</surname>, <given-names>J</given-names></string-name>. &#x0026; <string-name><surname>Seitz</surname>, <given-names>D.P</given-names></string-name></person-group>., <year>2022</year>, &#x2018;<article-title>Association between long-term care facility staffing levels and antipsychotic use in US long-term care facilities</article-title>&#x2019;, <source><italic>Journal of the American Medical Directors Association</italic></source> <volume>23</volume>(<issue>11</issue>), <fpage>1787</fpage>&#x2013;<lpage>1792</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1016/j.jamda.2022.06.029">https://doi.org/10.1016/j.jamda.2022.06.029</ext-link></comment></mixed-citation></ref>
<ref id="CIT0014"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Cho</surname>, <given-names>E</given-names></string-name>., <string-name><surname>Kim</surname>, <given-names>I</given-names></string-name>., <string-name><surname>Lee</surname>, <given-names>T</given-names></string-name>., <string-name><surname>Kim</surname>, <given-names>G</given-names></string-name>., <string-name><surname>Lee</surname>, <given-names>H</given-names></string-name>. &#x0026; <string-name><surname>Min</surname>, <given-names>D</given-names></string-name></person-group>., <year>2020</year>, &#x2018;<article-title>Effects of registered nurse staffing on quality of care and resident outcomes in nursing homes</article-title>&#x2019;, <source><italic>Geriatric Nursing</italic></source> <volume>41</volume>(<issue>6</issue>), <fpage>685</fpage>&#x2013;<lpage>691</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1016/j.gerinurse.2020.04.001">https://doi.org/10.1016/j.gerinurse.2020.04.001</ext-link></comment></mixed-citation></ref>
<ref id="CIT0015"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Clemens</surname>, <given-names>S</given-names></string-name>., <string-name><surname>Wodchis</surname>, <given-names>W</given-names></string-name>., <string-name><surname>McGilton</surname>, <given-names>K</given-names></string-name>., <string-name><surname>McGrail</surname>, <given-names>K</given-names></string-name>. &#x0026; <string-name><surname>McMahon</surname>, <given-names>M</given-names></string-name></person-group>., <year>2021</year>, &#x2018;<article-title>The relationship between quality and staffing in long-term care: A systematic review of the literature 2008&#x2013;2020</article-title>&#x2019;, <source><italic>International Journal of Nursing Studies</italic></source> <volume>122</volume>, <fpage>104036</fpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1016/j.ijnurstu.2021.104036">https://doi.org/10.1016/j.ijnurstu.2021.104036</ext-link></comment></mixed-citation></ref>
<ref id="CIT0016"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Dwyer</surname>, <given-names>S.C</given-names></string-name></person-group>., <year>2009</year>, &#x2018;<article-title>On being an insider-outsider in qualitative research</article-title>&#x2019;, <source><italic>International Journal of Qualitative Methods</italic></source> <volume>8</volume>(<issue>1</issue>), <fpage>54</fpage>&#x2013;<lpage>63</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1177/160940690900800105">https://doi.org/10.1177/160940690900800105</ext-link></comment></mixed-citation></ref>
<ref id="CIT0017"><mixed-citation publication-type="book"><person-group person-group-type="author"><string-name><surname>Dyer</surname>, <given-names>S.M</given-names></string-name>., <string-name><surname>Valeri</surname>, <given-names>M</given-names></string-name>., <string-name><surname>Arora</surname>, <given-names>N</given-names></string-name>., <string-name><surname>Winsall</surname>, <given-names>M</given-names></string-name>., <string-name><surname>Tilden</surname>, <given-names>D</given-names></string-name>. &#x0026; <string-name><surname>Crotty</surname>, <given-names>M</given-names></string-name></person-group>., <year>2019</year>, <source><italic>Review of international systems for long-term care of older people</italic></source>, <publisher-name>Flinders University</publisher-name>, <publisher-loc>Adelaide</publisher-loc>.</mixed-citation></ref>
<ref id="CIT0018"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Estabrooks</surname>, <given-names>C.A</given-names></string-name>., <string-name><surname>Straus</surname>, <given-names>S.E</given-names></string-name>., <string-name><surname>Flood</surname>, <given-names>C.M</given-names></string-name>., <string-name><surname>Keefe</surname>, <given-names>J</given-names></string-name>., <string-name><surname>Armstrong</surname>, <given-names>P</given-names></string-name>., <string-name><surname>Donner</surname>, <given-names>G.J</given-names></string-name>. <etal>et al</etal></person-group>., <year>2020</year>, &#x2018;<article-title>Restoring trust: COVID-19 and the future of long-term care in Canada</article-title>&#x2019;, <source><italic>FACETS</italic></source> <volume>5</volume>(<issue>1</issue>), <fpage>651</fpage>&#x2013;<lpage>619</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1139/facets-2020-0056">https://doi.org/10.1139/facets-2020-0056</ext-link></comment></mixed-citation></ref>
<ref id="CIT0019"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Gorges</surname>, <given-names>R.J</given-names></string-name>. &#x0026; <string-name><surname>Konetzka</surname>, <given-names>R.T</given-names></string-name></person-group>., <year>2020</year>, &#x2018;<article-title>Staffing levels and COVID-19 cases and outbreaks in U.S. nursing homes</article-title>&#x2019;, <source><italic>Journal of the American Geriatrics Society</italic></source> <volume>68</volume>(<issue>11</issue>), <fpage>2462</fpage>&#x2013;<lpage>2466</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1111/jgs.16787">https://doi.org/10.1111/jgs.16787</ext-link></comment></mixed-citation></ref>
<ref id="CIT0020"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Griffiths</surname>, <given-names>P</given-names></string-name>., <string-name><surname>Recio-Saucedo</surname>, <given-names>A</given-names></string-name>., <string-name><surname>Dall&#x2019;Ora</surname>, <given-names>C</given-names></string-name>., <string-name><surname>Briggs</surname>, <given-names>J</given-names></string-name>., <string-name><surname>Maruotti</surname>, <given-names>A</given-names></string-name>., <string-name><surname>Meredith</surname>, <given-names>P</given-names></string-name>. <etal>et al</etal></person-group>., <year>2018</year>, &#x2018;<article-title>The association between nurse staffing and omissions in nursing care: A systematic review</article-title>&#x2019;, <source><italic>Journal of Advanced Nursing</italic></source> <volume>74</volume>(<issue>7</issue>), <fpage>1474</fpage>&#x2013;<lpage>1487</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1111/jan.13564">https://doi.org/10.1111/jan.13564</ext-link></comment></mixed-citation></ref>
<ref id="CIT0021"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Griffiths</surname>, <given-names>P</given-names></string-name>., <string-name><surname>Saville</surname>, <given-names>C</given-names></string-name>., <string-name><surname>Ball</surname>, <given-names>J.E</given-names></string-name>., <string-name><surname>Jones</surname>, <given-names>J</given-names></string-name>., <string-name><surname>Monks</surname>, <given-names>T</given-names></string-name>. &#x0026; <collab>Safer Nursing Care Tool Study Team</collab></person-group>, <year>2021</year>, &#x2018;<article-title>Beyond ratios &#x2013; Flexible and resilient nurse staffing options to deliver cost-effective hospital care and address staff shortages: A simulation and economic modelling study</article-title>&#x2019;, <source><italic>International Journal of Nursing Studies</italic></source> <volume>117</volume>, <fpage>103901</fpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1016/j.ijnurstu.2021.103901">https://doi.org/10.1016/j.ijnurstu.2021.103901</ext-link></comment></mixed-citation></ref>
<ref id="CIT0022"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Hamel</surname>, <given-names>C</given-names></string-name>., <string-name><surname>Garritty</surname>, <given-names>C</given-names></string-name>., <string-name><surname>Hersi</surname>, <given-names>M</given-names></string-name>., <string-name><surname>Butler</surname>, <given-names>C</given-names></string-name>., <string-name><surname>Esmaeilisaraji</surname>, <given-names>L</given-names></string-name>., <string-name><surname>Rice</surname>, <given-names>D</given-names></string-name>. <etal>et al</etal></person-group>., <year>2021</year>, &#x2018;<article-title>Models of provider care in long-term care: A rapid scoping review</article-title>&#x2019;, <source><italic>PLoS One</italic></source> <volume>16</volume>(<issue>7</issue>), <fpage>e0254527</fpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1371/journal.pone.0254527">https://doi.org/10.1371/journal.pone.0254527</ext-link></comment></mixed-citation></ref>
<ref id="CIT0023"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Harrington</surname>, <given-names>C</given-names></string-name>., <string-name><surname>Choiniere</surname>, <given-names>J</given-names></string-name>., <string-name><surname>Goldmann</surname>, <given-names>M</given-names></string-name>., <string-name><surname>Jacobsen</surname>, <given-names>F</given-names></string-name>., <string-name><surname>Lloyd</surname>, <given-names>L</given-names></string-name>., <string-name><surname>McGregor</surname>, <given-names>M</given-names></string-name>. <etal>et al</etal></person-group>., <year>2012</year>, &#x2018;<article-title>Nursing home staffing standards and staffing levels in six countries</article-title>&#x2019;, <source><italic>Journal of Nursing Scholarship</italic></source> <volume>44</volume>(<issue>1</issue>), <fpage>88</fpage>&#x2013;<lpage>98</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1111/j.1547-5069.2011.01430.x">https://doi.org/10.1111/j.1547-5069.2011.01430.x</ext-link></comment></mixed-citation></ref>
<ref id="CIT0024"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Harrington</surname>, <given-names>C</given-names></string-name>., <string-name><surname>Dellefield</surname>, <given-names>M.E</given-names></string-name>., <string-name><surname>Halifax</surname>, <given-names>E</given-names></string-name>., <string-name><surname>Fleming</surname>, <given-names>M.L</given-names></string-name>. &#x0026; <string-name><surname>Bakerjian</surname>, <given-names>D</given-names></string-name></person-group>., <year>2020</year>, &#x2018;<article-title>Appropriate nurse staffing levels for U.S. nursing homes</article-title>&#x2019;, <source><italic>Health Services Insights</italic></source> <volume>13</volume>, <fpage>1</fpage>&#x2013;<lpage>14</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1177/1178632920934785">https://doi.org/10.1177/1178632920934785</ext-link></comment></mixed-citation></ref>
<ref id="CIT0025"><mixed-citation publication-type="book"><person-group person-group-type="author"><collab>Joanna Briggs Institute</collab></person-group>, <year>2015</year>, <source><italic>Joanna Briggs Institute reviewers&#x2019; manual 2015. Methodology for JBI scoping reviews</italic></source>, <publisher-name>Joanna Briggs Institute</publisher-name>, <publisher-loc>Adelaide</publisher-loc>.</mixed-citation></ref>
<ref id="CIT0026"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Jutkowitz</surname>, <given-names>E</given-names></string-name>., <string-name><surname>Landsteiner</surname>, <given-names>A</given-names></string-name>., <string-name><surname>Ratner</surname>, <given-names>E</given-names></string-name>., <string-name><surname>Shippee</surname>, <given-names>T</given-names></string-name>., <string-name><surname>Madrigal</surname>, <given-names>C</given-names></string-name>., <string-name><surname>Ullman</surname>, <given-names>K</given-names></string-name>. <etal>et al</etal></person-group>., <year>2023</year>, &#x2018;<article-title>Effects of nurse staffing on resident outcomes in nursing homes: A systematic review</article-title>&#x2019;, <source><italic>Journal of the American Medical Directors Association</italic></source> <volume>24</volume>(<issue>1</issue>), <fpage>75</fpage>&#x2013;<lpage>81</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1016/j.jamda.2022.11.002">https://doi.org/10.1016/j.jamda.2022.11.002</ext-link></comment></mixed-citation></ref>
<ref id="CIT0027"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Juv&#x00E9;-Udina</surname>, <given-names>M</given-names></string-name>., <string-name><surname>Adamuz</surname>, <given-names>J</given-names></string-name>., <string-name><surname>L&#x00F3;pez-Jimenez</surname>, <given-names>M</given-names></string-name>., <string-name><surname>Tapia-P&#x00E9;rez</surname>, <given-names>M</given-names></string-name>., <string-name><surname>Fabrellas</surname>, <given-names>N</given-names></string-name>., <string-name><surname>Matud-Calvo</surname>, <given-names>C</given-names></string-name>. <etal>et al</etal></person-group>., <year>2019</year>, &#x2018;<article-title>Predicting patient acuity according to their main problem</article-title>&#x2019;, <source><italic>Journal of Nursing Management</italic></source> <volume>27</volume>(<issue>8</issue>), <fpage>1845</fpage>&#x2013;<lpage>1858</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1111/jonm.12885">https://doi.org/10.1111/jonm.12885</ext-link></comment></mixed-citation></ref>
<ref id="CIT0028"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Kim</surname>, <given-names>Y</given-names></string-name>. &#x0026; <string-name><surname>Han</surname>, <given-names>K</given-names></string-name></person-group>., <year>2018</year>, &#x2018;<article-title>Longitudinal associations of nursing staff turnover with patient outcomes in long-term care hospitals in Korea</article-title>&#x2019;, <source><italic>Journal of Nursing Management</italic></source> <volume>26</volume>(<issue>5</issue>), <fpage>518</fpage>&#x2013;<lpage>524</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1111/jonm.12576">https://doi.org/10.1111/jonm.12576</ext-link></comment></mixed-citation></ref>
<ref id="CIT0029"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Koopmans</surname>, <given-names>L</given-names></string-name>., <string-name><surname>Damen</surname>, <given-names>N</given-names></string-name>. &#x0026; <string-name><surname>Wagner</surname>, <given-names>C</given-names></string-name></person-group>., <year>2018</year>, &#x2018;<article-title>Does diverse staff and skill mix of teams impact quality of care in long-term elderly health care? An exploratory case study</article-title>&#x2019;, <source><italic>BMC Health Services Research</italic></source> <volume>18</volume>(<issue>1</issue>), <fpage>988</fpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1186/s12913-018-3812-4">https://doi.org/10.1186/s12913-018-3812-4</ext-link></comment></mixed-citation></ref>
<ref id="CIT0030"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Lee</surname>, <given-names>H.Y</given-names></string-name>., <string-name><surname>Shin</surname>, <given-names>J.H</given-names></string-name>. &#x0026; <string-name><surname>Harrington</surname>, <given-names>C.A</given-names></string-name></person-group>., <year>2015</year>, &#x2018;<article-title>Comparing the nurse staffing in Korean and U.S. nursing homes</article-title>&#x2019;, <source><italic>Nursing Outlook</italic></source> <volume>63</volume>(<issue>2</issue>), <fpage>137</fpage>&#x2013;<lpage>143</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1016/j.outlook.2014.08.005">https://doi.org/10.1016/j.outlook.2014.08.005</ext-link></comment></mixed-citation></ref>
<ref id="CIT0031"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Lee</surname>, <given-names>J</given-names></string-name>., <string-name><surname>Shin</surname>, <given-names>J.H</given-names></string-name>., <string-name><surname>Lee</surname>, <given-names>K.H</given-names></string-name>., <string-name><surname>Harrington</surname>, <given-names>C.A</given-names></string-name>. &#x0026; <string-name><surname>Jung</surname>, <given-names>S.O</given-names></string-name></person-group>., <year>2022</year>, &#x2018;<article-title>Staffing levels and COVID-19 infections and deaths in Korean nursing homes</article-title>&#x2019;, <source><italic>Policy, Politics &#x0026; Nursing Practice</italic></source> <volume>23</volume>(<issue>1</issue>), <fpage>15</fpage>&#x2013;<lpage>25</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1177/15271544211056051">https://doi.org/10.1177/15271544211056051</ext-link></comment></mixed-citation></ref>
<ref id="CIT0032"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Lerner</surname>, <given-names>N.B</given-names></string-name></person-group>., <year>2013</year>, &#x2018;<article-title>The relationship between nursing staff levels, skill mix, and deficiencies in Maryland nursing homes</article-title>&#x2019;, <source><italic>The Health Care Manager</italic></source> <volume>32</volume>(<issue>2</issue>), <fpage>123</fpage>&#x2013;<lpage>128</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1097/HCM.0b013e31828ef5f9">https://doi.org/10.1097/HCM.0b013e31828ef5f9</ext-link></comment></mixed-citation></ref>
<ref id="CIT0033"><mixed-citation publication-type="book"><person-group person-group-type="author"><string-name><surname>Lincoln</surname>, <given-names>Y.S</given-names></string-name>. &#x0026; <string-name><surname>Guba</surname>, <given-names>E.G</given-names></string-name></person-group>., <year>1985</year>, <source><italic>Naturalistic inquiry</italic></source>, <publisher-name>Sage Publications Inc.</publisher-name>, <publisher-loc>California, CA</publisher-loc>.</mixed-citation></ref>
<ref id="CIT0034"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Madungwe</surname>, <given-names>L.S</given-names></string-name>., <string-name><surname>Mupfumira</surname>, <given-names>I.M</given-names></string-name>. &#x0026; <string-name><surname>Chindedza</surname>, <given-names>W</given-names></string-name></person-group>., <year>2011</year>, &#x2018;<article-title>A comparative study of the culture of skilled nursing facilities in high and low density areas: A case for Masvingo urban in Zimbabwe</article-title>&#x2019;, <source><italic>Journal of Sustainable Development in Africa</italic></source> <volume>13</volume>(<issue>1</issue>), <fpage>1</fpage>&#x2013;<lpage>12</lpage>.</mixed-citation></ref>
<ref id="CIT0035"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>McCloskey</surname>, <given-names>R</given-names></string-name>., <string-name><surname>Donovan</surname>, <given-names>C</given-names></string-name>., <string-name><surname>Stewart</surname>, <given-names>C</given-names></string-name>. &#x0026; <string-name><surname>Donovan</surname>, <given-names>A</given-names></string-name></person-group>., <year>2015</year>, &#x2018;<article-title>How registered nurses, licensed practical nurses and resident aides spend time in nursing homes: An observational study</article-title>&#x2019;, <source><italic>International Journal of Nursing Studies</italic></source> <volume>52</volume>(<issue>9</issue>), <fpage>1475</fpage>&#x2013;<lpage>1483</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1016/j.ijnurstu.2015.05.007">https://doi.org/10.1016/j.ijnurstu.2015.05.007</ext-link></comment></mixed-citation></ref>
<ref id="CIT0036"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Mlinac</surname>, <given-names>M</given-names></string-name>. &#x0026; <string-name><surname>Feng</surname>, <given-names>M.C</given-names></string-name></person-group>., <year>2016</year>, &#x2018;<article-title>Assessment of activities of daily living, self-care, and independence</article-title>&#x2019;, <source><italic>Archives of Clinical Neuropsychology</italic></source> <volume>31</volume>, <fpage>506</fpage>&#x2013;<lpage>516</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1093/arclin/acw049">https://doi.org/10.1093/arclin/acw049</ext-link></comment></mixed-citation></ref>
<ref id="CIT0037"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Mueller</surname>, <given-names>C</given-names></string-name></person-group>., <year>2000</year>, &#x2018;<article-title>A framework for nurse staffing in long-term care facilities</article-title>&#x2019;, <source><italic>Geriatric Nursing</italic></source> <volume>21</volume>(<issue>5</issue>), <fpage>262</fpage>&#x2013;<lpage>267</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1067/mgn.2000.110834">https://doi.org/10.1067/mgn.2000.110834</ext-link></comment></mixed-citation></ref>
<ref id="CIT0038"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Mukamel</surname>, <given-names>D.B</given-names></string-name>., <string-name><surname>Saliba</surname>, <given-names>D</given-names></string-name>., <string-name><surname>Ladd</surname>, <given-names>H</given-names></string-name>. &#x0026; <string-name><surname>Konetzka</surname>, <given-names>R.T</given-names></string-name></person-group>., <year>2023</year>, &#x2018;<article-title>Association of staffing instability with quality of nursing home care</article-title>&#x2019;, <source><italic>JAMA Network Open</italic></source> <volume>6</volume>(<issue>1</issue>), <fpage>e2250389</fpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1001/jamanetworkopen.2022.50389">https://doi.org/10.1001/jamanetworkopen.2022.50389</ext-link></comment></mixed-citation></ref>
<ref id="CIT0039"><mixed-citation publication-type="thesis"><person-group person-group-type="author"><string-name><surname>Nicholson</surname>, <given-names>E.C</given-names></string-name>., <string-name><surname>Van der Heever</surname>, <given-names>M.M</given-names></string-name>., <string-name><surname>Young</surname>, <given-names>C</given-names></string-name>. &#x0026; <string-name><surname>Van der Merwe</surname>, <given-names>A</given-names></string-name></person-group>., <year>2024</year>, &#x2018;<article-title>Developing a framework to inform staffing models for long-term care facilities in resource-constrained contexts</article-title>&#x2019;, <comment>PhD thesis</comment>, <publisher-name>Stellenbosch University</publisher-name>, <publisher-loc>Stellenbosch</publisher-loc>.</mixed-citation></ref>
<ref id="CIT0040"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Page</surname>, <given-names>B</given-names></string-name>., <string-name><surname>Irving</surname>, <given-names>D</given-names></string-name>., <string-name><surname>Amalberti</surname>, <given-names>R</given-names></string-name>. &#x0026; <string-name><surname>Vincent</surname>, <given-names>C</given-names></string-name></person-group>., <year>2023</year>, &#x2018;<article-title>Health services under pressure: A scoping review and development of a taxonomy of adaptive strategies</article-title>&#x2019;, <source><italic>BMJ Quality &#x0026; Safety</italic></source> <volume>33</volume>(<issue>11</issue>), <fpage>738</fpage>&#x2013;<lpage>747</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1136/bmjqs-2023-016686">https://doi.org/10.1136/bmjqs-2023-016686</ext-link></comment></mixed-citation></ref>
<ref id="CIT0041"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Perruchoud</surname>, <given-names>E</given-names></string-name>., <string-name><surname>Weissbrodt</surname>, <given-names>R</given-names></string-name>., <string-name><surname>Verloo</surname>, <given-names>H</given-names></string-name>., <string-name><surname>Fournier</surname>, <given-names>C.-A</given-names></string-name>., <string-name><surname>Genolet</surname>, <given-names>A</given-names></string-name>., <string-name><surname>Rosselet Amoussou</surname>, <given-names>J</given-names></string-name>. <etal>et al</etal></person-group>., <year>2021</year>, &#x2018;<article-title>The impact of nursing staffs&#x2019; working conditions on the quality of care received by older adults in long-term residential care facilities: A systematic review of interventional and observational studies</article-title>&#x2019;, <source><italic>Geriatrics (Basel, Switzerland)</italic></source> <volume>7</volume>(<issue>1</issue>), <fpage>6</fpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3390/geriatrics7010006">https://doi.org/10.3390/geriatrics7010006</ext-link></comment></mixed-citation></ref>
<ref id="CIT0042"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Peters</surname>, <given-names>M.D.J</given-names></string-name>., <string-name><surname>Marnie</surname>, <given-names>C</given-names></string-name>., <string-name><surname>Tricco</surname>, <given-names>A.C</given-names></string-name>., <string-name><surname>Pollock</surname>, <given-names>D</given-names></string-name>., <string-name><surname>Munn</surname>, <given-names>Z</given-names></string-name>., <string-name><surname>Alexander</surname>, <given-names>L</given-names></string-name>. <etal>et al</etal></person-group>., <year>2020</year>, &#x2018;<article-title>Updated methodological guidance for the conduct of scoping reviews</article-title>&#x2019;, <source><italic>JBI Evidence Synthesis</italic></source> <volume>18</volume>(<issue>10</issue>), <fpage>2119</fpage>&#x2013;<lpage>2126</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.11124/JBIES-20-00167">https://doi.org/10.11124/JBIES-20-00167</ext-link></comment></mixed-citation></ref>
<ref id="CIT0043"><mixed-citation publication-type="book"><person-group person-group-type="author"><collab>Republic of South Africa</collab></person-group>, <year>2005</year>, <source><italic>Nursing Act 33 of 2005</italic></source>, <publisher-name>Government Printer</publisher-name>, <publisher-loc>Pretoria</publisher-loc>.</mixed-citation></ref>
<ref id="CIT0044"><mixed-citation publication-type="book"><person-group person-group-type="author"><collab>Republic of South Africa</collab></person-group>, <year>2006</year>, <source><italic>Older Persons Act 13 of 2006</italic></source>, <publisher-name>Government Printer</publisher-name>, <publisher-loc>Pretoria</publisher-loc>.</mixed-citation></ref>
<ref id="CIT0045"><mixed-citation publication-type="book"><person-group person-group-type="author"><collab>Republic of South Africa</collab></person-group>, <year>2010a</year>, <source><italic>Regulations regarding older persons</italic></source>, <comment>Government Gazette no. 33075, 01 April</comment>, <publisher-name>Government Printing Works</publisher-name>, <publisher-loc>Pretoria</publisher-loc>.</mixed-citation></ref>
<ref id="CIT0046"><mixed-citation publication-type="book"><person-group person-group-type="author"><collab>Republic of South Africa</collab></person-group>, <year>2010b</year>, <source><italic>Final report. Audit of residential facilities</italic></source>, <publisher-name>Department of Social Development</publisher-name>, <publisher-loc>Pretoria</publisher-loc>.</mixed-citation></ref>
<ref id="CIT0047"><mixed-citation publication-type="book"><person-group person-group-type="author"><collab>Republic of South Africa</collab></person-group>, <year>2015</year>, <source><italic>Health standards/norms for residential facilities for older persons</italic></source>, <publisher-name>Western Cape Government</publisher-name>, <publisher-loc>Cape Town</publisher-loc>.</mixed-citation></ref>
<ref id="CIT0048"><mixed-citation publication-type="book"><person-group person-group-type="author"><collab>Republic of South Africa</collab></person-group>, <year>2022</year>, <source><italic>Regulations regarding the scope of practice for nurses and midwifes</italic></source>, <comment>Government Gazette no. 46471, 03 June</comment>, <publisher-name>Government Printing Works</publisher-name>, <publisher-loc>Pretoria</publisher-loc>.</mixed-citation></ref>
<ref id="CIT0049"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Sato</surname>, <given-names>N</given-names></string-name>., <string-name><surname>Akazawa</surname>, <given-names>K</given-names></string-name>., <string-name><surname>Mitadera</surname>, <given-names>Y</given-names></string-name>., <string-name><surname>Suzuki</surname>, <given-names>T</given-names></string-name>., <string-name><surname>Ibe</surname>, <given-names>N</given-names></string-name>. &#x0026; <string-name><surname>Hirose</surname>, <given-names>Y</given-names></string-name></person-group>., <year>2017</year>, &#x2018;<article-title>Clarifying problems with emergency healthcare systems in Japanese long-term care facilities for older people</article-title>&#x2019;, <source><italic>Health</italic></source> <volume>9</volume>(<issue>8</issue>), <fpage>1159</fpage>&#x2013;<lpage>1175</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.4236/health.2017.98084">https://doi.org/10.4236/health.2017.98084</ext-link></comment></mixed-citation></ref>
<ref id="CIT0050"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Schnelle</surname>, <given-names>J.F</given-names></string-name>., <string-name><surname>Schroyer</surname>, <given-names>L.D</given-names></string-name>., <string-name><surname>Saraf</surname>, <given-names>A.A</given-names></string-name>. &#x0026; <string-name><surname>Simmons</surname>, <given-names>S.F</given-names></string-name></person-group>., <year>2016</year>, &#x2018;<article-title>Determining nurse aide staffing requirements to provide care based on resident workload: A discrete event simulation model</article-title>&#x2019;, <source><italic>Journal of American Medical Directors Association</italic></source> <volume>17</volume>(<issue>11</issue>), <fpage>970</fpage>&#x2013;<lpage>977</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1016/j.jamda.2016.08.006">https://doi.org/10.1016/j.jamda.2016.08.006</ext-link></comment></mixed-citation></ref>
<ref id="CIT0051"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Shin</surname>, <given-names>J.H</given-names></string-name></person-group>., <year>2013</year>, &#x2018;<article-title>Relationship between nursing staffing and quality of life in nursing homes</article-title>&#x2019;, <source><italic>Contemporary Nurse</italic></source> <volume>44</volume>(<issue>2</issue>), <fpage>133</fpage>&#x2013;<lpage>143</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.5172/conu.2013.44.2.133">https://doi.org/10.5172/conu.2013.44.2.133</ext-link></comment></mixed-citation></ref>
<ref id="CIT0052"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Shin</surname>, <given-names>J.H</given-names></string-name></person-group>., <year>2018</year>, &#x2018;<article-title>Why do we require registered nurses in nursing homes? Using longitudinal hierarchical linear modelling</article-title>&#x2019;, <source><italic>Journal of Nursing Scholarship: An Official Publication of Sigma Theta Tau International Honor Society of Nursing</italic></source> <volume>50</volume>(<issue>6</issue>), <fpage>705</fpage>&#x2013;<lpage>713</lpage>.</mixed-citation></ref>
<ref id="CIT0053"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Shin</surname>, <given-names>J.H</given-names></string-name></person-group>., <year>2019</year>, &#x2018;<article-title>Appropriate nursing home nurse hours per resident day in Korea: A secondary analysis of longitudinal data</article-title>&#x2019;, <source><italic>Journal of Nursing Scholarship</italic></source> <volume>51</volume>(<issue>5</issue>), <fpage>569</fpage>&#x2013;<lpage>579</lpage>.</mixed-citation></ref>
<ref id="CIT0054"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Shin</surname>, <given-names>J.H</given-names></string-name>. &#x0026; <string-name><surname>Hyun</surname>, <given-names>T.K</given-names></string-name></person-group>., <year>2015</year>, &#x2018;<article-title>Nurse staffing and quality of care of nursing home residents in Korea</article-title>&#x2019;, <source><italic>Journal of Nursing Scholarship</italic></source> <volume>47</volume>(<issue>6</issue>), <fpage>555</fpage>&#x2013;<lpage>564</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1111/jnu.12166">https://doi.org/10.1111/jnu.12166</ext-link></comment></mixed-citation></ref>
<ref id="CIT0055"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Shin</surname>, <given-names>J.H</given-names></string-name>., <string-name><surname>Park</surname>, <given-names>T</given-names></string-name>. &#x0026; <string-name><surname>Huh</surname>, <given-names>I</given-names></string-name></person-group>., <year>2014</year>, &#x2018;<article-title>Nursing staffing and quality of life in Western New York Nursing Homes</article-title>&#x2019;, <source><italic>Western Journal of Nursing Research</italic></source> <volume>36</volume>(<issue>6</issue>), <fpage>788</fpage>&#x2013;<lpage>805</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1177/0193945913511154">https://doi.org/10.1177/0193945913511154</ext-link></comment></mixed-citation></ref>
<ref id="CIT0056"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Shin</surname>, <given-names>J.H</given-names></string-name>., <string-name><surname>Renaut</surname>, <given-names>R.A</given-names></string-name>., <string-name><surname>Reiser</surname>, <given-names>M</given-names></string-name>., <string-name><surname>Lee</surname>, <given-names>J.Y</given-names></string-name>. &#x0026; <string-name><surname>Tang</surname>, <given-names>T.Y</given-names></string-name></person-group>., <year>2021</year>, &#x2018;<article-title>Increasing registered nurse hours per resident day for improved nursing home residents&#x2019; outcomes using a longitudinal study</article-title>&#x2019;, <source><italic>International Journal of Environmental Research and Public Health</italic></source> <volume>18</volume>(<issue>2</issue>), <fpage>402</fpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3390/ijerph18020402">https://doi.org/10.3390/ijerph18020402</ext-link></comment></mixed-citation></ref>
<ref id="CIT0057"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Shin</surname>, <given-names>J.H</given-names></string-name>. &#x0026; <string-name><surname>Shin</surname>, <given-names>I.-S</given-names></string-name></person-group>., <year>2019</year>, &#x2018;<article-title>The effect of registered nurses on nursing home residents&#x2019; outcomes, controlling for organizational and health care market factors</article-title>&#x2019;, <source><italic>Geriatric Nursing</italic></source> <volume>40</volume>(<issue>3</issue>), <fpage>296</fpage>&#x2013;<lpage>301</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1016/j.gerinurse.2018.11.004">https://doi.org/10.1016/j.gerinurse.2018.11.004</ext-link></comment></mixed-citation></ref>
<ref id="CIT0058"><mixed-citation publication-type="book"><person-group person-group-type="author"><collab>South African Nursing Council</collab></person-group>, <year>1984</year>, <source><italic>Regulations relating to the scope of practice of persons who are registered or enrolled under the Nursing Act, 1978</italic></source>, <publisher-name>South African Nursing Council</publisher-name>, <publisher-loc>Pretoria</publisher-loc>.</mixed-citation></ref>
<ref id="CIT0059"><mixed-citation publication-type="web"><person-group person-group-type="author"><collab>South African Qualifications Authority</collab></person-group>, <year>2022</year>, <source><italic>National qualifications framework</italic></source>, <comment>viewed 15 April 2023, from <ext-link ext-link-type="uri" xlink:href="https://www.saqa.org.za/">https://www.saqa.org.za/</ext-link>.</comment></mixed-citation></ref>
<ref id="CIT0060"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Tuinman</surname>, <given-names>A</given-names></string-name>., <string-name><surname>De Greef</surname>, <given-names>M.H.G</given-names></string-name>., <string-name><surname>Krijnen</surname>, <given-names>W.P</given-names></string-name>., <string-name><surname>Nieweg</surname>, <given-names>R.M.B</given-names></string-name>. &#x0026; <string-name><surname>Roodbol</surname>, <given-names>P.F</given-names></string-name></person-group>., <year>2016</year>, &#x2018;<article-title>Examining time use of Dutch nursing staff in long-term institutional care: A time-motion study</article-title>&#x2019;, <source><italic>Journal of the American Medical Directors Association</italic></source> <volume>17</volume>(<issue>2</issue>), <fpage>148</fpage>&#x2013;<lpage>154</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1016/j.jamda.2015.09.002">https://doi.org/10.1016/j.jamda.2015.09.002</ext-link></comment></mixed-citation></ref>
<ref id="CIT0061"><mixed-citation publication-type="book"><person-group person-group-type="author"><collab>United Nations</collab></person-group>, <year>2022</year>, <source><italic>World population prospects 2022</italic></source>, United <publisher-name>Nations Publication</publisher-name>, <publisher-loc>New York, NY</publisher-loc>.</mixed-citation></ref>
<ref id="CIT0062"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Van Eeuwijk</surname>, <given-names>P</given-names></string-name></person-group>., <year>2014</year>, &#x2018;<article-title>The elderly providing care for the elderly in Tanzania and Indonesia: Making &#x201C;elder to elder&#x201D; care visible</article-title>&#x2019;, <source><italic>Sociologus</italic></source> <volume>64</volume>(<issue>1</issue>), <fpage>29</fpage>&#x2013;<lpage>52</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3790/soc.64.1.29">https://doi.org/10.3790/soc.64.1.29</ext-link></comment></mixed-citation></ref>
<ref id="CIT0063"><mixed-citation publication-type="book"><person-group person-group-type="author"><collab>World Health Organization (WHO)</collab></person-group>, <year>2015</year>, <source><italic>World report on ageing and health</italic></source>, <publisher-name>WHO Press</publisher-name>, <publisher-loc>Luxembourg</publisher-loc>.</mixed-citation></ref>
<ref id="CIT0064"><mixed-citation publication-type="book"><person-group person-group-type="author"><collab>World Health Organization (WHO)</collab></person-group>, <year>2017</year>, <source><italic>Towards long-term care systems in sub-Saharan Africa. WHO series on long-term care on healthy ageing</italic></source>, <publisher-name>WHO Document Production Services</publisher-name>, <publisher-loc>Geneva</publisher-loc>.</mixed-citation></ref>
<ref id="CIT0065"><mixed-citation publication-type="web"><person-group person-group-type="author"><collab>World Health Organization (WHO)</collab></person-group>, <year>2022</year>, <source><italic>Nursing and midwifery</italic></source>, <comment>viewed 17 November 2023, from <ext-link ext-link-type="uri" xlink:href="https://www-who-int.ez.sun.ac.za/news-room/fact-sheets/detail/nursing-and-midwifery">https://www-who-int.ez.sun.ac.za/news-room/fact-sheets/detail/nursing-and-midwifery</ext-link>.</comment></mixed-citation></ref>
<ref id="CIT0066"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Yang</surname>, <given-names>B.K</given-names></string-name>., <string-name><surname>Carter</surname>, <given-names>M.W</given-names></string-name>., <string-name><surname>Trinkoff</surname>, <given-names>A.M</given-names></string-name>. &#x0026; <string-name><surname>Nelson</surname>, <given-names>H.W</given-names></string-name></person-group>., <year>2021</year>, &#x2018;<article-title>Nurse staffing and skill mix patterns in relation to resident care outcomes in US nursing homes</article-title>&#x2019;, <source><italic>Journal of the American Medical Directors Association</italic></source> <volume>22</volume>(<issue>5</issue>), <fpage>1081</fpage>&#x2013;<lpage>1087</lpage>.e1. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1016/j.jamda.2020.09.009">https://doi.org/10.1016/j.jamda.2020.09.009</ext-link></comment></mixed-citation></ref>
<ref id="CIT0067"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Yoon</surname>, <given-names>J.M</given-names></string-name>., <string-name><surname>Trinkoff</surname>, <given-names>A.M</given-names></string-name>., <string-name><surname>Galik</surname>, <given-names>E</given-names></string-name>., <string-name><surname>Storr</surname>, <given-names>C.L</given-names></string-name>., <string-name><surname>Lerner</surname>, <given-names>N.B</given-names></string-name>., <string-name><surname>Brandt</surname>, <given-names>N</given-names></string-name>. <etal>et al</etal></person-group>., <year>2022</year>, &#x2018;<article-title>Nurse staffing and deficiency of care for inappropriate psychotropic medication use in nursing home residents with dementia</article-title>&#x2019;, <source><italic>Journal of Nursing Scholarship</italic></source> <volume>54</volume>(<issue>6</issue>), <fpage>728</fpage>&#x2013;<lpage>737</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1111/jnu.12776">https://doi.org/10.1111/jnu.12776</ext-link></comment></mixed-citation></ref>
<ref id="CIT0068"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Zimmermann</surname>, <given-names>J</given-names></string-name>. &#x0026; <string-name><surname>Pfaff</surname>, <given-names>H</given-names></string-name></person-group>., <year>2018</year>, &#x2018;<article-title>Influence of nurse staffing levels on resident weight loss within German nursing homes</article-title>&#x2019;, <source><italic>Research in Gerontological Nursing</italic></source> <volume>11</volume>(<issue>1</issue>), <fpage>48</fpage>&#x2013;<lpage>56</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3928/19404921-20180109-01">https://doi.org/10.3928/19404921-20180109-01</ext-link></comment></mixed-citation></ref>
<ref id="CIT0069"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Zirves</surname>, <given-names>M</given-names></string-name>., <string-name><surname>Demirer</surname>, <given-names>I</given-names></string-name>. &#x0026; <string-name><surname>Pfaff</surname>, <given-names>H</given-names></string-name></person-group>., <year>2021</year>, &#x2018;<article-title>Everyday life and social contacts of dementia and non-dementia residents over 80 years in long-term inpatient care: A multi-level analysis on the effect of staffing</article-title>&#x2019;, <source><italic>International Journal of Environmental Research and Public Health</italic></source> <volume>18</volume>(<issue>21</issue>), <fpage>11300</fpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3390/ijerph182111300">https://doi.org/10.3390/ijerph182111300</ext-link></comment></mixed-citation></ref>
</ref-list>
<fn-group>
<fn><p><bold>How to cite this article:</bold> Nicholson, E.C., Baron, J.C., Van der Heever, M.M., Young, C. &#x0026; Van der Merwe, A.S., 2026, &#x2018;Nurse and caregiver skill mix, staffing levels, and staff allocation in long-term care facilities: A scoping review&#x2019;, <italic>Health SA Gesondheid</italic> 31(0), a3137. <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.4102/hsag.v31i0.3137">https://doi.org/10.4102/hsag.v31i0.3137</ext-link></p></fn>
<fn><p><bold>Note:</bold> Additional supporting information may be found in the online version of this article as Online Appendix 1 and Online Appendix 2.</p></fn>
</fn-group>
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