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<article xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:mml="http://www.w3.org/1998/Math/MathML" article-type="research-article" xml:lang="en">
<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">SAJCD</journal-id>
<journal-title-group>
<journal-title>South African Journal of Communication Disorders</journal-title>
</journal-title-group>
<issn pub-type="ppub">0379-8046</issn>
<issn pub-type="epub">2225-4765</issn>
<publisher>
<publisher-name>AOSIS</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">SAJCD-72-1102</article-id>
<article-id pub-id-type="doi">10.4102/sajcd.v72i1.1102</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Original Research</subject>
</subj-group>
</article-categories>
<title-group>
<article-title>Detecting change in a caregiver-mediated autism intervention using the Joint Engagement Rating Inventory</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<contrib-id contrib-id-type="orcid">https://orcid.org/0009-0004-4860-6244</contrib-id>
<name>
<surname>Dawood</surname>
<given-names>Zahra</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/0000-0003-1755-2584</contrib-id>
<name>
<surname>Sebolai</surname>
<given-names>Katlego</given-names>
</name>
<xref ref-type="aff" rid="AF0002">2</xref>
</contrib>
<contrib contrib-type="author">
<contrib-id contrib-id-type="orcid">https://orcid.org/0000-0002-8163-1503</contrib-id>
<name>
<surname>Ndlovu</surname>
<given-names>Minkateko</given-names>
</name>
<xref ref-type="aff" rid="AF0002">2</xref>
</contrib>
<contrib contrib-type="author">
<contrib-id contrib-id-type="orcid">https://orcid.org/0000-0001-5062-8654</contrib-id>
<name>
<surname>Viljoen</surname>
<given-names>Marisa</given-names>
</name>
<xref ref-type="aff" rid="AF0002">2</xref>
</contrib>
<contrib contrib-type="author">
<contrib-id contrib-id-type="orcid">https://orcid.org/0009-0007-7614-0770</contrib-id>
<name>
<surname>Seris</surname>
<given-names>Noleen</given-names>
</name>
<xref ref-type="aff" rid="AF0002">2</xref>
</contrib>
<contrib contrib-type="author">
<contrib-id contrib-id-type="orcid">https://orcid.org/0009-0009-7245-8292</contrib-id>
<name>
<surname>Shabalala</surname>
<given-names>Nokuthula</given-names>
</name>
<xref ref-type="aff" rid="AF0002">2</xref>
</contrib>
<contrib contrib-type="author">
<contrib-id contrib-id-type="orcid">https://orcid.org/0000-0002-8915-1571</contrib-id>
<name>
<surname>de Vries</surname>
<given-names>Petrus J.</given-names>
</name>
<xref ref-type="aff" rid="AF0002">2</xref>
</contrib>
<contrib contrib-type="author">
<contrib-id contrib-id-type="orcid">https://orcid.org/0000-0003-4434-7500</contrib-id>
<name>
<surname>Franz</surname>
<given-names>Lauren</given-names>
</name>
<xref ref-type="aff" rid="AF0002">2</xref>
<xref ref-type="aff" rid="AF0003">3</xref>
</contrib>
<contrib contrib-type="author" corresp="yes">
<contrib-id contrib-id-type="orcid">https://orcid.org/0000-0002-6152-5551</contrib-id>
<name>
<surname>Harty</surname>
<given-names>Michal</given-names>
</name>
<xref ref-type="aff" rid="AF0001">1</xref>
<xref ref-type="aff" rid="AF0002">2</xref>
</contrib>
<aff id="AF0001"><label>1</label>Division of Communication Sciences and Disorders, Department of Health and Rehabilitation Sciences, University of Cape Town, Cape Town, South Africa</aff>
<aff id="AF0002"><label>2</label>Center for Autism Research in Africa, Division of Child and Adolescent Psychiatry, Department of Psychiatry and Mental Health, University of Cape Town, Cape Town, South Africa</aff>
<aff id="AF0003"><label>3</label>Division of Child and Family Mental Health and Community Psychiatry, Department of Psychiatry and Behavioral Sciences, Duke University, Durham, United States</aff>
</contrib-group>
<author-notes>
<corresp id="cor1"><bold>Corresponding author:</bold> Michal Harty, <email xlink:href="michal.harty@uct.ac.za">michal.harty@uct.ac.za</email></corresp>
</author-notes>
<pub-date pub-type="epub"><day>26</day><month>09</month><year>2025</year></pub-date>
<pub-date pub-type="collection"><year>2025</year></pub-date>
<volume>72</volume>
<issue>1</issue>
<elocation-id>1102</elocation-id>
<history>
<date date-type="received"><day>04</day><month>03</month><year>2025</year></date>
<date date-type="accepted"><day>17</day><month>06</month><year>2025</year></date>
</history>
<permissions>
<copyright-statement>&#x00A9; 2025. The Authors</copyright-statement>
<copyright-year>2025</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 License.</license-p>
</license>
</permissions>
<abstract>
<sec id="st1">
<title>Background</title>
<p>The Joint Engagement Rating Inventory (JERI) can be used to measure response to early autism intervention. However, little is known about the utility of the JERI outside the United States, where it was developed. A South African study found the JERI to be a reliable and accurate measure of joint engagement and communication between young autistic children and their caregivers. The next step was to determine if the JERI could be used to detect changes in the behaviours of child and caregiver in response to intervention.</p>
</sec>
<sec id="st2">
<title>Objectives</title>
<p>This proof-of-principle study aimed to evaluate whether the JERI could detect signals of change in the behaviours of child and caregiver in response to 12, 1-h naturalistic developmental behavioural intervention-informed caregiver coaching sessions.</p>
</sec>
<sec id="st3">
<title>Method</title>
<p>A single-arm pre&#x2013;post design was utilised. Standardised video-recorded caregiver&#x2013;child interactions were completed before and after intervention. Two raters, blinded to intervention time-point, coded the JERI. Ten dyads completed coaching and video-recorded assessments. Data analysis included inter-rater reliability, Wilcoxon signed-rank test for paired samples and visual summaries.</p>
</sec>
<sec id="st4">
<title>Results</title>
<p>Weighted Kappa values for 13 of the 16 JERI items indicated moderate to strong inter-rater agreement. Significant changes in symbol-infused joint engagement (<italic>z</italic> = &#x2212;2.46, <italic>p</italic> = 0.01) and expressive language (<italic>z</italic> = &#x2212;2.156, <italic>p</italic> = 0.03) were detected. Visual summaries showed change signals in 15 JERI ratings.</p>
</sec>
<sec id="st5">
<title>Conclusion</title>
<p>Findings suggest that the JERI has the potential to detect change in the context of a caregiver-mediated intervention.</p>
</sec>
<sec id="st6">
<title>Contribution</title>
<p>The JERI was shown here, for the first time in an African context, to be a potential outcome measure for early autism intervention research.</p>
</sec>
</abstract>
<kwd-group>
<kwd>Joint Engagement Rating Inventory (JERI)</kwd>
<kwd>naturalistic developmental behavioural interventions (NDBI)</kwd>
<kwd>caregiver coaching</kwd>
<kwd>signals of change</kwd>
<kwd>intervention response</kwd>
</kwd-group>
<funding-group>
<funding-statement><bold>Funding information</bold> The authors disclosed receipt of the following financial support for the research, authorship and/or publication of this article: This work was supported by the National Institutes of Mental Health (reference numbers: K01 MH104370; R21 MH120696; R01 MH127573).</funding-statement>
</funding-group>
</article-meta>
</front>
<body>
<sec id="s0001">
<title>Introduction</title>
<p>A lack of access to services and support for young autistic children is a growing public health concern globally (Lord et al., <xref ref-type="bibr" rid="CIT0010">2022</xref>). In particular, low- and middle-income countries (LMICs) are affected by limited availability of services (De Vries, <xref ref-type="bibr" rid="CIT0007">2016</xref>). South Africa is an upper-middle-income country significantly impacted by health disparities and income inequality as exemplified by a Gini coefficient of 0.67, indicating severe inequality (World Bank Group, <xref ref-type="bibr" rid="CIT0030">2025</xref>). These disparities directly impact the availability of and access to services and supports for young autistic children and their families (Mayosi &#x0026; Benatar, <xref ref-type="bibr" rid="CIT0012">2014</xref>; Sulla, <xref ref-type="bibr" rid="CIT0026">2022</xref>). Work is underway to address the need for contextually appropriate autism early interventions in South Africa (Rieder et al., <xref ref-type="bibr" rid="CIT0019">2023</xref>; Schlebusch et al., <xref ref-type="bibr" rid="CIT0021">2020</xref>, <xref ref-type="bibr" rid="CIT0022">2024</xref>; Viljoen et al., <xref ref-type="bibr" rid="CIT0028">2024</xref>). For example, various evidence-based supports and interventions, including Parent Education and Training (PET) programmes and Naturalistic Developmental Behavioural Interventions (NDBI), are currently being studied by interdisciplinary teams at the Centre for Autism Research in Africa, based at the University of Cape Town (Schlebusch et al., <xref ref-type="bibr" rid="CIT0021">2020</xref>). Naturalistic Developmental Behavioural Interventions are a class of empirically based early intervention methods, derived from the principles of behavioural and developmental science (Schreibman et al., <xref ref-type="bibr" rid="CIT0023">2015</xref>).</p>
<p>Acknowledging the limited specialist workforce in South Africa, supports and interventions under development utilise task-sharing, which involves redistributing roles typically performed by specialist providers to non-specialists, including laypeople (Orkin et al., <xref ref-type="bibr" rid="CIT0018">2021</xref>). In caregiver-delivered interventions, task-sharing also allows for redistribution of roles to the caregivers themselves. A recent pilot study, conducted in collaboration with the Western Cape Department of Education, explored whether a NDBI caregiver-mediated intervention implemented by Early Childhood Development (ECD) practitioners, a non-specialist workforce employed by the Education Department, could be delivered with fidelity and whether signals of change in child and caregiver outcomes could be detected (Rieder et al., <xref ref-type="bibr" rid="CIT0019">2023</xref>). In the intervention, caregivers received 12, 1-h coaching sessions, and results supported the potential of task-sharing approaches in low-resource contexts such as South Africa to help address the early autism intervention gap (Rieder et al., <xref ref-type="bibr" rid="CIT0019">2023</xref>). A randomised effectiveness-implementation trial of this NDBI caregiver coaching approach is currently underway as a next step from the early work (Franz et al., <xref ref-type="bibr" rid="CIT0008">2024</xref>).</p>
<p>To measure child and caregiver response to NDBI caregiver-mediated intervention, behavioural coding approaches, including the Joint Engagement Rating Inventory (JERI), can be used (Adamson et al., <xref ref-type="bibr" rid="CIT0002">2019</xref>; Bertamini et al., <xref ref-type="bibr" rid="CIT0005">2021</xref>). The JERI contains 18 items on a 7-point Likert scale that characterise joint engagement, communication dynamics and shared topics between a young child and their caregiver (Adamson et al., <xref ref-type="bibr" rid="CIT0002">2019</xref>). The JERI is coded by trained raters who are blinded to assessment time-point (pre- versus post-intervention). While the JERI has almost exclusively been used in research conducted in high-income countries (HICs) (Mirenda et al., <xref ref-type="bibr" rid="CIT0014">2022</xref>; Settanni et al., <xref ref-type="bibr" rid="CIT0024">2024</xref>), in recent South African studies, the JERI has been found to be a reliable and accurate tool in a lab-based setting to quantify interactions between caregivers and their young autistic children (Ndlovu, <xref ref-type="bibr" rid="CIT0015">2022</xref>). Furthermore, smartphone recordings of caregiver&#x2013;child interactions (CCI) were found to be technically feasible to code using the JERI (Ndlovu, <xref ref-type="bibr" rid="CIT0016">2024</xref>).</p>
<p>To expand on the caregiver-report and clinician-rated measurement approach used in the South African pilot by Rieder et al. (<xref ref-type="bibr" rid="CIT0019">2023</xref>), this proof-of-principle study examined the JERI as a pre&#x2013;post measure to quantify behavioural signals of change in child&#x2013;caregiver dyads. Specifically, this study aimed to evaluate whether the JERI could detect signals of change in child behaviours, caregiver behaviours and dyadic engagement in young autistic children and their caregivers, after 12, 1-h NDBI-informed caregiver coaching sessions implemented by non-specialists.</p>
</sec>
<sec id="s0002">
<title>Research methods and design</title>
<sec id="s20003">
<title>Study design and setting</title>
<p>A single-arm pre&#x2013;post design was used for this proof-of-principle pilot study to assess signals of change in autistic children and their caregivers after 12, 1-h NDBI-informed caregiver coaching sessions implemented by ECD practitioners. The study was a collaboration between the Centre for Autism Research in Africa at the University of Cape Town and the Duke Centre for Autism and Brain Development at Duke University. Caregiver&#x2013;child dyads were recruited from Western Cape Provincial Department of Education waiting lists for autism special education services. In South Africa, public special education schools are the third level of school placement in the education system, intended for learners with high-support needs (Nthibeli et al., <xref ref-type="bibr" rid="CIT0017">2022</xref>).</p>
</sec>
<sec id="s20004">
<title>Participants</title>
<p>As outlined in the pilot study by Rieder et al. (<xref ref-type="bibr" rid="CIT0019">2023</xref>), inclusion criteria for autistic children and their caregivers were as follows: (1) the child was between 18 and 72 months of age; (2) the child&#x2019;s family primary language was isiXhosa, isiZulu, Afrikaans or English; (3) the participant&#x2019;s self-declared race was black person, coloured person or Indian person; (4) the child lived within an area served by the recruitment sites and was on the Provincial Department of Education waiting list; (5) the child met the DSM-5 criteria for autism spectrum disorder informed by the Autism Diagnostic Observation Schedule Second Edition (ADOS-2) administered by research-reliable clinicians (the child entered the study with diagnosis of autism, which was confirmed in the study); and (6) the caregiver was &#x2265; 18 years. Exclusion criteria for caregiver&#x2013;child dyads were as follows: the child had (1) significant sensory or motor impairments, major physical abnormalities, the presence of a neurological disorder of known aetiology (e.g. Fragile X syndrome), history of serious head injury and/or neurological disease, or (2) the caregiver&#x2013;child dyads were unable to attend assessments and the 12 coaching sessions. All families lived within a metropolitan area.</p>
</sec>
<sec id="s20005">
<title>Procedures</title>
<p>After consenting to participate, the dyads were video-recorded during their baseline assessment, using a standardised CCI protocol. The CCI consisted of two consecutive 6-min free play sessions referred to as &#x2018;Part one&#x2019; and &#x2018;Part two&#x2019;. In Part one, the caregiver was instructed to remain seated, while their child interacted with play materials in the room. In Part two, the caregiver was instructed to interact with their child in a way they would at home. After the caregiver&#x2013;child dyads had completed 12 coaching sessions, the dyads attended a follow-up assessment. During the follow-up assessment, the standardised CCI protocol was repeated. The video recordings of the CCI were uploaded to Duke Box (a Health Insurance Portability and Accountability Act-compliant transfer and storage platform hosted by Duke University). All CCI occurred in the same room (see <xref ref-type="fig" rid="F0001">Figure 1</xref> for material set-up for the CCI protocol).</p>
<fig id="F0001">
<label>FIGURE 1</label>
<caption><p>Low-cost play materials set-up for the caregiver&#x2013;child interaction (CCI) protocol in a lab-based setting: (a) Room view, (b) table view and (c) floor view of play-material set-up.</p></caption>
<graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="SAJCD-72-1102-g001.tif"/>
</fig>
</sec>
<sec id="s20006">
<title>Measures</title>
<p>Sociodemographic characteristics of the child (age, self-declared race by caregiver, gender and home language) and caregiver (age, relationship to child, level of education, employment status and household income) were assessed. Autism-related behaviours were assessed using the ADOS-2, a semi-structured play-based assessment administered by a research-reliable clinician (Lord et al., <xref ref-type="bibr" rid="CIT0011">2012</xref>).</p>
<p>The JERI is a behavioural coding system used to characterise joint engagement, communication dynamics and shared topics between young children and their caregivers (Adamson et al., <xref ref-type="bibr" rid="CIT0001">2004</xref>, <xref ref-type="bibr" rid="CIT0002">2019</xref>). Sixteen JERI items were included in this study that capture descriptions of child joint engagement and social communication, caregiver&#x2019;s ability to support and facilitate child activity and dyadic interaction (see <xref ref-type="table" rid="T0001">Table 1</xref>). Joint Engagement Rating Inventory items are coded on a 7-point Likert scale with descriptive anchors at ratings of 1, 4 and 7 from videos of CCI (see <xref ref-type="table" rid="T0001">Table 1</xref>). Data were coded by two research-reliable JERI raters who were blinded to whether CCI recordings were pre- or post-intervention. As per coding convention, a master rater was randomly assigned CCI videos for double coding to determine inter-rater reliability with the research-reliable JERI raters.</p>
<table-wrap id="T0001">
<label>TABLE 1</label>
<caption><p>Joint Engagement Rating Inventory items and their anchors.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th valign="top" align="left" rowspan="2">Items</th>
<th valign="top" align="center" colspan="3">Anchors<hr/></th>
</tr>
<tr>
<th valign="top" align="center">1</th>
<th valign="top" align="center">4</th>
<th valign="top" align="center">7</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left">1. Child unengaged</td>
<td align="left">Almost always engaged with objects, people and/or symbols</td>
<td align="left">Unengaged for approximately a third of the scene</td>
<td align="left">Almost always unengaged</td>
</tr>
<tr>
<td align="left">2. Object engagement</td>
<td align="left">No episodes of engagement</td>
<td align="left">Spends about a third of the scene in object engagement that is of moderate quality, or more briefly in a highly striking manner</td>
<td align="left">Frequently in rich and varied episodes of object engagement</td>
</tr>
<tr>
<td align="left">3. Child joint engagement</td>
<td align="left">No episodes of joint engagement</td>
<td align="left">Spends about a third of the scene in joint engagement that is of moderate quality, or more briefly in a highly striking manner</td>
<td align="left">Frequently in rich and varied episodes of joint engagement</td>
</tr>
<tr>
<td align="left">4. Supported joint engagement</td>
<td align="left">No episodes of supported joint engagement state</td>
<td align="left">Spends about a third of the scene in supported joint engagement that is of moderate quality, or briefly in supported joint engagement in a strikingly high-quality manner</td>
<td align="left">Frequently in rich and varied episodes of supported joint engagement</td>
</tr>
<tr>
<td align="left">5. Coordinated joint engagement</td>
<td align="left">No episodes of the coordinated joint engagement state</td>
<td align="left">Spends about a third of the scene in coordinated joint engagement that is of moderate quality, or briefly in coordinated joint engagement in a strikingly high-quality manner</td>
<td align="left">Frequently in rich and varied episodes of coordinated joint engagement</td>
</tr>
<tr>
<td align="left">6. Symbol-infused joint engagement</td>
<td align="left">No episodes of the symbol-infused joint engagement state</td>
<td align="left">Spends about a third of the scene in symbol-infused joint engagement that is of moderate quality, briefly in symbol-infused joint engagement in a strikingly high-quality manner</td>
<td align="left">Frequently in rich and varied episodes of symbol-infused joint engagement</td>
</tr>
<tr>
<td align="left">7. Child&#x2019;s responsiveness to partner&#x2019;s communication</td>
<td align="left">Almost always resists or ignores bids</td>
<td align="left">Responds to bids regularly, but not continually</td>
<td align="left">Complies with and anticipates almost every bid</td>
</tr>
<tr>
<td align="left">8. Child&#x2019;s expressive language level and use</td>
<td align="left">No expressive language</td>
<td align="left">Produces many different single words during a scene with few or no word combinations</td>
<td align="left">Fluent and frequent use of sentences</td>
</tr>
<tr>
<td align="left">9. Child&#x2019;s attention to caregiver</td>
<td align="left">Does not pay attention to caregiver</td>
<td align="left">Intermittently pays attention to caregiver</td>
<td align="left">Frequently in rich and varied episodes of attending to the caregiver</td>
</tr>
<tr>
<td align="left">10. Caregiver&#x2019;s scaffolding</td>
<td align="left">Provides minimal support for the child&#x2019;s communication and/or actions on objects</td>
<td align="left">Provides moderate levels of support</td>
<td align="left">Continually supports and extends the child&#x2019;s actions</td>
</tr>
<tr>
<td align="left">11. Caregiver&#x2019;s following in on child&#x2019;s focus</td>
<td align="left">Rarely follows in on the child&#x2019;s current focus</td>
<td align="left">Builds on the child&#x2019;s focus on a regular, but not continual basis</td>
<td align="left">Almost continually joins and acts to sustain the child&#x2019;s interest</td>
</tr>
<tr>
<td align="left">12. Caregiver&#x2019;s affect</td>
<td align="left">Tense, disruptive or affectively flat, to the point of being expressionless and subsequently very hard to read</td>
<td align="left">Mellow or content as opposed to flat; affect does not impede communication, but neither does it enhance it</td>
<td align="left">Smoothly modulated, appropriate and serves to enhance other modes of communication</td>
</tr>
<tr>
<td align="left">13. Caregiver&#x2019;s language facilitation</td>
<td align="left">Rare use of language facilitation strategies</td>
<td align="left">Language scaffolding strategies are employed in one third of the scene; or less time but of high quality; or more time of low quality</td>
<td align="left">Continual use of a variety of language facilitation strategies</td>
</tr>
<tr>
<td align="left">14. Caregiver&#x2019;s communicative temptations</td>
<td align="left">Never makes any communicative temptations</td>
<td align="left">Communicative temptation strategies in one-third of the scene; or less time but of high quality; or more time of low quality</td>
<td align="left">Continuous flexibility in making communicative temptations</td>
</tr>
<tr>
<td align="left">15. Fluency and connectedness</td>
<td align="left">No interaction is established</td>
<td align="left">Interaction lacks smoothness, appears to be largely dominated by one partner</td>
<td align="left">Fluid and balanced interaction that is often sustained</td>
</tr>
<tr>
<td align="left">16. Shared routines and rituals</td>
<td align="left">No evidence of routines and rituals</td>
<td align="left">Some shared routines and rituals which are not sustained and do not permeate the interaction</td>
<td align="left">Sustained, varied and nuanced rituals and routines</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn><p><italic>Source:</italic> Adapted from Suma, K., Bakeman, R., &#x0026; Adamson, L.B. (2024). <italic>The Joint Engagement Rating Inventory (JERI)</italic> [Technical Report 25.4]. Georgia State University. Retrieved from <ext-link ext-link-type="uri" xlink:href="https://sites.gsu.edu/bakeman/adamson-memos/">https://sites.gsu.edu/bakeman/adamson-memos/</ext-link></p></fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s20007">
<title>Data analysis</title>
<p>Data analysis was conducted using IBM SPSS Statistics (version 27) (IBM Corp, <xref ref-type="bibr" rid="CIT0009">2020</xref>). Descriptive statistics were used to summarise caregiver and child demographic variables using median with interquartile range, range or frequency with percentages, as appropriate. As per convention, JERI inter-rater reliability was assessed using weighted Cohen&#x2019;s kappa, observer estimated accuracy and percent agreement within one scale point. Weighted Kappa values were interpreted as follows: 0&#x2013;0.20 indicated no agreement, 0.21&#x2013;0.39 minimal agreement, 0.40&#x2013;0.59 weak agreement, 0.60&#x2013;0.79 moderate agreement, 0.80&#x2013;0.90 strong agreement and above 0.90 as almost perfect agreement (Cohen, <xref ref-type="bibr" rid="CIT0006">1968</xref>; McHugh, <xref ref-type="bibr" rid="CIT0013">2012</xref>; Sim &#x0026; Wright, <xref ref-type="bibr" rid="CIT0025">2005</xref>). The observer estimated accuracy determined whether weighted Kappa values were adequate, with the goal of 80&#x0025; or greater. The inter-rater reliability goal for percentage agreement within one scale point was 80&#x0025;.</p>
<p>The Wilcoxon signed-rank test for paired samples was used to compare change in child behaviours, caregiver behaviours and dyadic engagement across the two time points (pre- versus post-intervention) because we did not assume a normally distributed dataset given the small sample size and heterogeneity. Given the small sample size in this proof-of-principle study, visual summaries of each JERI rating (pre- versus post-intervention) were also generated to show how participant scores changed over time. Line graphs were created that represented the individual participant scores with box plots indicating medians and ranges of scores across the group.</p>
</sec>
<sec id="s20008">
<title>Ethical considerations</title>
<p>This study was reviewed and approved by both ethical review boards of the University of Cape Town Human Research Ethics Committee (reference number: 301/2015, 468/2019) and Duke University Institutional Review Board (reference number: Pro00103045, Pro00064533).</p>
</sec>
</sec>
<sec id="s0009">
<title>Results</title>
<sec id="s20010">
<title>Participants&#x2019; characteristics</title>
<p>Full caregiver&#x2013;child participant characteristics and participants&#x2019; flow are outlined in the pilot study by Rieder and colleagues (Rieder et al., <xref ref-type="bibr" rid="CIT0019">2023</xref>), with key relevant details summarised next. Twelve dyads consented to participate in the study and 10 completed the coaching intervention (one withdrew from the study after three coaching sessions, and one was lost to follow-up after all coaching sessions were completed). Median child age at baseline was 53 months. Eleven of the 12 children were male. To inform DSM-5 autism diagnosis, an ADOS-2 Module 1 was completed with 11 children and the ADOS Module 2 with the remaining child. Six of the primary caregivers were mothers, four were fathers and two were grandmothers. Five caregivers completed Grade 12, three obtained a post-Grade 12 diploma and three completed tertiary education. Nine caregivers were married. In terms of financial status, one caregiver reported they were &#x2018;struggling&#x2019;, six reported they were &#x2018;just getting by&#x2019; and five reported they were &#x2018;doing okay&#x2019;. Ten caregivers reported speaking English to their children at home and two caregivers reported using another language (but did not specify which one).</p>
</sec>
<sec id="s20011">
<title>Inter-rater reliability</title>
<p>Inter-rater reliability for each JERI item is outlined in <xref ref-type="table" rid="T0002">Table 2</xref>. Weighted Kappa values for 13 of the 16 JERI items ranged from 0.62 to 1, indicating moderate to strong agreement between raters. The observer estimated accuracy of weighted Kappa values, ranged between 83&#x0025; and 99&#x0025;. Joint Engagement Rating Inventory items with moderate to strong agreement included <italic>unengaged, object engagement, joint engagement, symbol-infused joint engagement, responsiveness, expressive language level and use, attention to caregiver, following in on child&#x2019;s focus, affect, communicative temptations</italic> and <italic>fluency and connectedness</italic>. Percentage agreements within one scale point ranged between 75&#x0025; and 100&#x0025; across JERI items.</p>
<table-wrap id="T0002">
<label>TABLE 2</label>
<caption><p>Inter-rater agreement for each Joint Engagement Rating Inventory item.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th valign="top" align="left">JERI Items</th>
<th valign="top" align="center">Weighted Kappa (wtK)</th>
<th valign="top" align="center">Observer estimated accuracy (&#x0025;)</th>
<th valign="top" align="center">&#x0025; agreement within one scale point</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left">Unengaged</td>
<td align="center">1.00</td>
<td align="center">99</td>
<td align="center">100</td>
</tr>
<tr>
<td align="left">Object engagement</td>
<td align="center">0.88</td>
<td align="center">94</td>
<td align="center">94</td>
</tr>
<tr>
<td align="left">Joint engagement</td>
<td align="center">1.00</td>
<td align="center">&#x003E; 99</td>
<td align="center">94</td>
</tr>
<tr>
<td align="left">Supported joint engagement</td>
<td align="center">1.00</td>
<td align="center">&#x003E; 99</td>
<td align="center">94</td>
</tr>
<tr>
<td align="left">Coordinated joint engagement</td>
<td align="center">0.00</td>
<td align="center">&#x003E; 36</td>
<td align="center">94</td>
</tr>
<tr>
<td align="left">Symbol-infused joint engagement</td>
<td align="center">0.73</td>
<td align="center">94</td>
<td align="center">94</td>
</tr>
<tr>
<td align="left">Responsiveness</td>
<td align="center">0.68</td>
<td align="center">88</td>
<td align="center">88</td>
</tr>
<tr>
<td align="left">Expressive language level and use</td>
<td align="center">1.00</td>
<td align="center">&#x003E; 99</td>
<td align="center">97</td>
</tr>
<tr>
<td align="left">Attention to caregiver</td>
<td align="center">0.79</td>
<td align="center">92</td>
<td align="center">91</td>
</tr>
<tr>
<td align="left">Scaffolding</td>
<td align="center">0.62</td>
<td align="center">83</td>
<td align="center">81</td>
</tr>
<tr>
<td align="left">Following in</td>
<td align="center">0.73</td>
<td align="center">89</td>
<td align="center">88</td>
</tr>
<tr>
<td align="left">Caregiver affect</td>
<td align="center">1.00</td>
<td align="center">&#x003E; 99</td>
<td align="center">100</td>
</tr>
<tr>
<td align="left">Language facilitation</td>
<td align="center">0.38</td>
<td align="center">73</td>
<td align="center">75</td>
</tr>
<tr>
<td align="left">Communicative temptations</td>
<td align="center">0.75</td>
<td align="center">93</td>
<td align="center">94</td>
</tr>
<tr>
<td align="left">Fluency and connectedness</td>
<td align="center">1.00</td>
<td align="center">&#x003E; 99</td>
<td align="center">100</td>
</tr>
<tr>
<td align="left">Shared routines and rituals</td>
<td align="center">0.00</td>
<td align="center">&#x003E; 99</td>
<td align="center">100</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn><p>JERI, Joint Engagement Rating Inventory.</p></fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s20012">
<title>Signals of change</title>
<p>Joint Engagement Rating Inventory pre&#x2013;post results for caregiver, child, child activity and dyadic item categories are summarised below. Wilcoxon signed-rank tests are presented in <xref ref-type="table" rid="T0003">Table 3</xref>. Visual summaries of individual participant scores and box plots are shown in <xref ref-type="fig" rid="F0002">Figure 2</xref> to <xref ref-type="fig" rid="F0005">Figure 5</xref>.</p>
<fig id="F0002">
<label>FIGURE 2</label>
<caption><p>Visual summaries and box plots of caregiver Joint Engagement Rating Inventory items pre- versus post-intervention: (a) Scaffolding, (b) following in on child&#x2019;s focus, (c) communicative temptations, (d) language facilitation, and (e) caregiver affect.</p></caption>
<graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="SAJCD-72-1102-g002.tif"/>
</fig>
<fig id="F0003">
<label>FIGURE 3</label>
<caption><p>Visual summaries and box plots of child Joint Engagement Rating Inventory items pre- versus post-intervention: (a) Unengaged, (b) object engagement, (c) joint engagement, (d) supported joint engagement, (e) coordinated joint engagement, and (f) symbol-infused joint engagement&#x2020;.</p></caption>
<graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="SAJCD-72-1102-g003.tif"/>
</fig>
<fig id="F0004">
<label>FIGURE 4</label>
<caption><p>Visual summaries and box plots of child activity Joint Engagement Rating Inventory items pre- versus post-intervention: (a) Responsiveness to partner&#x2019;s communication, (b) expressive language level and use&#x2020;, and (c) attention to caregiver.</p></caption>
<graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="SAJCD-72-1102-g004.tif"/>
</fig>
<fig id="F0005">
<label>FIGURE 5</label>
<caption><p>Visual summaries and box plots of dyadic Joint Engagement Rating Inventory items pre- versus post-intervention: (a) Fluency and connectedness, (b) shared routines and rituals.</p></caption>
<graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="SAJCD-72-1102-g005.tif"/>
</fig>
<table-wrap id="T0003">
<label>TABLE 3</label>
<caption><p>Wilcoxon signed-rank test results of Joint Engagement Rating Inventory items pre&#x2013;post intervention.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th valign="top" align="left" rowspan="2">JERI items</th>
<th valign="top" align="center" colspan="2">Wilcoxon signed-rank test<hr/></th>
</tr>
<tr>
<th valign="top" align="center"><italic>z</italic></th>
<th valign="top" align="center"><italic>p</italic></th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" colspan="3"><bold>Caregiver</bold></td>
</tr>
<tr>
<td align="left">1. Scaffolding</td>
<td align="center">&#x2212;0.77</td>
<td align="center">0.44</td>
</tr>
<tr>
<td align="left">2. Following in on child&#x2019;s focus</td>
<td align="center">&#x2212;0.94</td>
<td align="center">0.35</td>
</tr>
<tr>
<td align="left">3. Communicative temptations</td>
<td align="center">&#x2212;1.75</td>
<td align="center">0.08</td>
</tr>
<tr>
<td align="left">4. Language facilitation</td>
<td align="center">&#x2212;1.72</td>
<td align="center">0.09</td>
</tr>
<tr>
<td align="left">5. Affect</td>
<td align="center">&#x2212;1.90</td>
<td align="center">0.06</td>
</tr>
<tr>
<td align="left" colspan="3"><bold>Child</bold></td>
</tr>
<tr>
<td align="left">6. Unengaged</td>
<td align="center">&#x2212;1.41</td>
<td align="center">0.16</td>
</tr>
<tr>
<td align="left">7. Object engagement</td>
<td align="center">&#x2212;0.65</td>
<td align="center">0.52</td>
</tr>
<tr>
<td align="left">8. Joint engagement</td>
<td align="center">0.00</td>
<td align="center">1.00</td>
</tr>
<tr>
<td align="left">9. Supported joint engagement</td>
<td align="center">0.00</td>
<td align="center">1.00</td>
</tr>
<tr>
<td align="left">10. Coordinated joint engagement</td>
<td align="center">&#x2212;0.45</td>
<td align="center">0.66</td>
</tr>
<tr>
<td align="left">11. Symbol-infused joint engagement</td>
<td align="center">&#x2212;2.46</td>
<td align="center">0.01</td>
</tr>
<tr>
<td align="left" colspan="3"><bold>Child activity</bold></td>
</tr>
<tr>
<td align="left">12. Responsiveness to partner&#x2019;s communication</td>
<td align="center">0.11</td>
<td align="center">0.91</td>
</tr>
<tr>
<td align="left">13. Expressive language level and use</td>
<td align="center">&#x2212;2.16</td>
<td align="center">0.03</td>
</tr>
<tr>
<td align="left">14. Attention to caregiver</td>
<td align="center">&#x2212;0.35</td>
<td align="center">0.73</td>
</tr>
<tr>
<td align="left" colspan="3"><bold>Dyadic</bold></td>
</tr>
<tr>
<td align="left">15. Fluency and connectedness</td>
<td align="center">&#x2212;1.67</td>
<td align="center">0.10</td>
</tr>
<tr>
<td align="left">16. Shared routines and rituals</td>
<td align="center">0.00</td>
<td align="center">1.00</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn><p>JERI, Joint Engagement Rating Inventory.</p></fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s20013">
<title>Caregiver Joint Engagement Rating Inventory items</title>
<p>Overall, across caregiver JERI items, no significant pre- versus post-intervention differences were detected (see <xref ref-type="table" rid="T0003">Table 3</xref>). However, visual summaries indicate variation in participant-level responses (see <xref ref-type="fig" rid="F0002">Figure 2a&#x2013;e</xref>). In <italic>scaffolding</italic>, four caregivers scored higher, three caregivers scored the same and three caregivers scored lower post-intervention (<xref ref-type="fig" rid="F0002">Figure 2a</xref>). For <italic>following in on child&#x2019;s focus</italic> five caregivers scored higher, two caregivers scored the same and three caregivers scored lower post-intervention (<xref ref-type="fig" rid="F0002">Figure 2b</xref>). In <italic>communicative temptations</italic>, six caregivers scored higher, two caregivers scored the same and two caregivers scored lower post-intervention (<xref ref-type="fig" rid="F0002">Figure 2c</xref>). For <italic>language facilitation</italic>, six caregivers scored higher, three caregivers scored the same rating at both time points, and one caregiver scored lower post-intervention (<xref ref-type="fig" rid="F0002">Figure 2d</xref>). Finally, <italic>caregiver affect</italic> results indicated that six caregivers scored the same ratings at both time points and four caregivers scored higher post-intervention (<xref ref-type="fig" rid="F0002">Figure 2e</xref>).</p>
</sec>
<sec id="s20014">
<title>Child Joint Engagement Rating Inventory items</title>
<p>Across child JERI items, one significant pre- versus post-intervention difference was detected for <italic>symbol-infused joint engagement</italic> (<italic>z</italic> = &#x2212;2.46, <italic>p</italic> = 0.01) (<xref ref-type="table" rid="T0003">Table 3</xref>). Visual summaries indicate individual variation in responses (<xref ref-type="fig" rid="F0003">Figure 3</xref>). For <italic>unengaged</italic>, two children scored higher and the remaining eight children scored the same post-intervention (<xref ref-type="fig" rid="F0003">Figure 3a</xref>). In <italic>object engagement</italic>, two children scored higher, four children scored the same and four children scored lower post-intervention (<xref ref-type="fig" rid="F0003">Figure 3b</xref>). For <italic>joint engagement</italic> and <italic>supported joint engagement</italic>, two children scored higher, five children scored the same ratings at both time points and three children scored lower post-intervention (<xref ref-type="fig" rid="F0003">Figure 3c</xref> and <xref ref-type="fig" rid="F0003">Figure 3d</xref>). In <italic>coordinated joint engagement</italic>, one child scored higher, eight children scored the same and one child scored lower post-intervention (<xref ref-type="fig" rid="F0003">Figure 3e</xref>). Finally, for <italic>symbol-infused joint engagement</italic>, where a significant change post-intervention was detected, seven children scored higher post-intervention and three children scored the same ratings at both time points (<xref ref-type="fig" rid="F0003">Figure 3f</xref>).</p>
</sec>
<sec id="s20015">
<title>Child activity Joint Engagement Rating Inventory items</title>
<p>Across child activity JERI items, one significant pre- versus post-intervention difference was detected for <italic>expressive language level and use</italic> (<italic>z</italic> = &#x2212;2.16, <italic>p</italic> = 0.03) (<xref ref-type="table" rid="T0003">Table 3</xref>), with visual summaries indicating individual-level variations across items (<xref ref-type="fig" rid="F0004">Figure 4</xref>). For <italic>child responsiveness to partner&#x2019;s communication</italic>, three children scored higher post-intervention, four children scored the same at both time points and three children scored lower post-intervention (<xref ref-type="fig" rid="F0004">Figure 4a</xref>). For <italic>expressive language level and use</italic>, six children scored higher, three children scored the same rating at both time points and one child scored a lower post-intervention (<xref ref-type="fig" rid="F0004">Figure 4b</xref>). Finally, for <italic>attention to caregiver</italic>, three children scored higher, three scored the same at both time points and four scored lower post-intervention (<xref ref-type="fig" rid="F0004">Figure 4c</xref>).</p>
</sec>
<sec id="s20016">
<title>Dyadic Joint Engagement Rating Inventory items</title>
<p>Overall, across dyadic JERI items, no significant pre- versus post-intervention differences were detected (<xref ref-type="table" rid="T0003">Table 3</xref>). Visual summaries indicate variation in dyad responses for <italic>fluency and connectedness</italic>, with five caregiver&#x2013;child dyads scoring higher, four scoring the same at both time points and one scoring lower post-intervention (<xref ref-type="fig" rid="F0005">Figure 5a</xref>). For <italic>shared routines and rituals</italic>, visual summaries did not indicate individual score variation, with all dyads scoring the same at both time points (<xref ref-type="fig" rid="F0005">Figure 5b</xref>).</p>
</sec>
</sec>
<sec id="s0017">
<title>Discussion</title>
<p>The overall goal of this proof-of-principle study was to evaluate whether the JERI could detect signals of change in child behaviours, caregiver behaviours and dyadic engagement in young autistic children and their caregivers, after 12, 1-h NDBI-informed caregiver coaching sessions delivered by non-specialist providers. Two statistically significant differences were detected (for <italic>symbol-infused joint engagement</italic> and <italic>expressive language level and use</italic>). These two group-based significant findings were unexpected given the small sample size in this study. Visual summaries across JERI items showed various change signals in 15 of the 16 ratings pre- versus post-intervention. Taken together, these findings suggest that the JERI has the potential to detect change in the context of a caregiver-mediated intervention. This is encouraging for future early intervention research in South Africa using this behavioural coding approach.</p>
<p>While the goal of this study was to assess whether the JERI could identify signals of change, we can infer from results that some caregivers may have learnt to support and extend their child&#x2019;s communication abilities and engagement during the CCI. An NDBI caregiver coaching approach can increase caregiver use of key strategies such as scaffolding and following in on a child&#x2019;s focus of attention, which in turn can impact both dyadic engagement and child behaviours (Mirenda et al., <xref ref-type="bibr" rid="CIT0014">2022</xref>). Furthermore, caregivers&#x2019; ability to scaffold their child&#x2019;s use of materials as well as their communicative bids within extended periods of joint engagement can impact child language and other developmental domains (Wetherby et al., <xref ref-type="bibr" rid="CIT0029">2014</xref>). Of the 10 dyads, six caregivers scored higher for <italic>communication temptations</italic> and <italic>language facilitation</italic> strategies, six children scored higher on <italic>expressive language level and use</italic> and seven children scored higher on <italic>symbol-infused joint engagement</italic> post-intervention. In addition, JERI ratings suggested that some joint activities lasted longer and were of better quality, with dyads more engaged with the materials and each other during the CCI. Of the ten dyads, five scored higher post-intervention for <italic>fluency and connectedness</italic>, which refers to the balance of the joint activity, with both caregiver and child contributing more equally to the interaction. Caregiver use of NDBI strategies can increase the duration and improve the quality of engagement between a caregiver and their child (Beaudoin et al., <xref ref-type="bibr" rid="CIT0003">2019</xref>).</p>
<p>In spite of the small sample size in this proof-of-principle study, two JERI items, namely <italic>symbol-infused joint engagement</italic> and <italic>expressive language level and use</italic> showed a significant change post-intervention. <italic>Symbol-infused joint engagement</italic> requires that a child actively engage in an interaction with others using both receptive and expressive language skills. Therefore, an improvement in this critical engagement state, over time, may lead to growth in child language and cognitive abilities (Adamson et al., <xref ref-type="bibr" rid="CIT0001">2004</xref>). In terms of <italic>child expressive language level</italic>, most children in this study shifted from a limited single-word vocabulary at baseline to two-word utterances over the course of the 12, 1-h caregiver coaching sessions. Even though autism is not a language disorder, delayed expressive language is often the presenting caregiver concern, with approximately 50&#x0025; of autistic children experiencing delays in this area (Becerra-Culqui et al., <xref ref-type="bibr" rid="CIT0004">2018</xref>). Research shows that child language acquisition is facilitated by foundational skills, including joint attention, shared affect and joint engagement (Schreibman et al., <xref ref-type="bibr" rid="CIT0023">2015</xref>). Thus, coaching caregivers in NDBI strategies that sustain joint engagement with their young autistic child may support growth in child language abilities.</p>
<p>Various JERI items increased post-intervention, but some ratings either stayed the same or decreased post-intervention. There are several possible reasons for this. The strategies caregivers were taught required time to learn and master. Therefore, it may take longer than 12, 1-h sessions to see change in caregiver strategies, child engagement and dyadic interaction (Rogers et al., <xref ref-type="bibr" rid="CIT0020">2019</xref>). Variability in child behaviour may also impact interactions depending on factors such as child affect or mood on the day the CCI was recorded. Along with this, behavioural coding was only conducted on two 6-min CCI videos that were recorded in a lab-based setting, which did not allow for in-depth insight into the dyad&#x2019;s behaviours, particularly their behaviour within their home environment. This 6-min window may therefore not provide comprehensive representation of child&#x2019;s and caregiver&#x2019;s behaviours.</p>
<p>The study has limitations that are important to acknowledge. Firstly, the sample size in this proof-of-principle single-arm study was small, with 10 caregivers and their autistic children completing baseline and follow-up assessments. While the study sample size and design limited power to detect statistically significant group differences, in an effort to increase rigour, raters were blinded to pre- versus post-intervention status of CCI videos coded. Secondly, the CCI were recorded in a lab-based setting. Recording these interactions in a lab setting was considered a reasonable starting point as this study, to our knowledge, was the first of its kind in South Africa to examine the use of the JERI to detect signals of change in response to an NDBI coaching approach. Thirdly, we acknowledge that the cultural sensitivity of the JERI was not examined in this study. However, researchers who coded CCI were from culturally diverse backgrounds, with one rater identifying as a multilingual black South African (speaking Xitsonga, English, isiXhosa, isiZulu, Sesotho and Afrikaans) and the other, a multilingual Indian Malawian living in South Africa (speaking English, Chichewa, Gujarati and French). In addition, a range of low-cost play materials readily available in South African stores were used in the CCI protocol, thus providing dyads with culturally familiar materials.</p>
</sec>
<sec id="s0018">
<title>Conclusion</title>
<p>There is limited evidence on the effectiveness of NDBI caregiver coaching approaches implemented through task-sharing in culturally and linguistically diverse contexts (Lord et al., <xref ref-type="bibr" rid="CIT0010">2022</xref>). This is an important area of research, firstly, because most autistic people live in diverse contexts and, secondly, because task-sharing can help to address the gap in services and early intervention supports faced by many families around the globe. Study results suggest that it is possible to detect signals of change using the JERI behavioural coding scheme in child behaviours, caregiver behaviours and dyadic engagement after 12, 1-h NDBI-informed caregiver coaching sessions. An important next step would be to include the JERI, as an intervention outcome measure, in larger-scale clinical trials, designed and powered to assess response to intervention. Future research could also examine the impact of sociodemographic factors on a caregiver&#x2019;s ability to learn NDBI strategies in which they are coached.</p>
</sec>
</body>
<back>
<ack>
<title>Acknowledgements</title>
<p>This article is based on research originally conducted as part of Zahra Dawood&#x2019;s master&#x2019;s thesis titled &#x2018;Describing caregiver&#x2013;child outcomes and caregiver perceptions of non-specialist caregiver coaching for autistic children in South Africa&#x2019;, submitted to the Faculty of Health Science, University of Cape Town, in 2023. The thesis was supervised by Michal Harty and Lauren Franz. The manuscript has since been revised and adapted for journal publication.</p>
<sec id="s20019" sec-type="COI-statement">
<title>Competing interests</title>
<p>The authors reported that they received funding from National Institutes of Mental Health, which may be affected by the research reported in the enclosed publication. The authors have disclosed those interests fully and have 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>
<p>The authors declare that they have no financial or personal relationships that may have inappropriately influenced them in writing this article. The author, M.H., serves as an editorial board member of this journal. The peer review process for this submission was handled independently, and the author had no involvement in the editorial decision-making process for this manuscript. The authors have no other competing interests to declare.</p>
</sec>
<sec id="s20020">
<title>Authors&#x2019; contributions</title>
<p>Conception: Z.D., P.J.d.V., L.F., M.H. Methodology: Z.D., M.N., P.J.d.V., L.F., M.H. Formal analysis: Z.D., M.N., L.F. Investigation: Z.D., K.S., M.N., P.J.d.V., L.F., M.H. Writing &#x2013; Original draft: Z.D., P.J.d.V., L.F., M.H. Visualisation: Z.D., P.J.d.V., L.F., M.H. Project administration: M.N., M.V. Data curation: Z.D., M.N., M.V. Resources: P.J.d.V., L.F., M.H. Writing &#x2013; Review and editing: Z.D., K.S., M.N., M.V., N. Seris, N. Shabalala, P.J.d.V., L.F., M.H. Supervision: M.V., N. Seris, N.Shabalala, P.J.d.V., L.F., M.H. Funding acquisition: P.J.d.V., L.F.</p>
</sec>
<sec id="s20021" sec-type="data-availability">
<title>Data availability</title>
<p>The data that support the findings of this study are available from the corresponding author, M.H. upon reasonable request.</p>
</sec>
<sec id="s20022">
<title>Disclaimer</title>
<p>The views and opinions expressed in this article are those of the authors and are the product of professional research. The article does 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">
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<fn><p><bold>How to cite this article:</bold> Dawood, Z., Sebolai, K., Ndlovu, M., Viljoen, M., Seris, N., Shabalala, N., De Vries, P.J., Franz, L., &#x0026; Harty, M. (2025). Detecting change in a caregiver-mediated autism intervention using the Joint Engagement Rating Inventory. <italic>South African Journal of Communication Disorders</italic>, 72(1), a1102. <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.4102/sajcd.v72i1.1102">https://doi.org/10.4102/sajcd.v72i1.1102</ext-link></p></fn>
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