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<front>
<journal-meta>
<journal-id journal-id-type="nlm-ta">PLoS Med</journal-id>
<journal-id journal-id-type="publisher-id">plos</journal-id>
<journal-id journal-id-type="pmc">plosmed</journal-id>
<journal-title-group>
<journal-title>PLOS Medicine</journal-title>
</journal-title-group>
<issn pub-type="ppub">1549-1277</issn>
<issn pub-type="epub">1549-1676</issn>
<publisher>
<publisher-name>Public Library of Science</publisher-name>
<publisher-loc>San Francisco, CA USA</publisher-loc>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.1371/journal.pmed.1003631</article-id>
<article-id pub-id-type="publisher-id">PMEDICINE-D-20-05269</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Research Article</subject>
</subj-group>
<subj-group subj-group-type="Discipline-v3">
<subject>Medicine and health sciences</subject><subj-group><subject>Health care</subject><subj-group><subject>Primary care</subject></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Medicine and health sciences</subject><subj-group><subject>Pharmacology</subject><subj-group><subject>Drugs</subject><subj-group><subject>Analgesics</subject><subj-group><subject>Opioids</subject></subj-group></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Medicine and health sciences</subject><subj-group><subject>Pain management</subject><subj-group><subject>Analgesics</subject><subj-group><subject>Opioids</subject></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Medicine and health sciences</subject><subj-group><subject>Pharmacology</subject><subj-group><subject>Drugs</subject><subj-group><subject>Opioids</subject></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Medicine and health sciences</subject><subj-group><subject>Health care</subject><subj-group><subject>Health care providers</subject><subj-group><subject>Physicians</subject></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>People and places</subject><subj-group><subject>Population groupings</subject><subj-group><subject>Professions</subject><subj-group><subject>Medical personnel</subject><subj-group><subject>Physicians</subject></subj-group></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Medicine and health sciences</subject><subj-group><subject>Critical care and emergency medicine</subject></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Medicine and health sciences</subject><subj-group><subject>Clinical medicine</subject><subj-group><subject>Signs and symptoms</subject><subj-group><subject>Pain</subject></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Medicine and health sciences</subject><subj-group><subject>Health care</subject><subj-group><subject>Long-term care</subject></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Biology and life sciences</subject><subj-group><subject>Toxicology</subject><subj-group><subject>Toxicity</subject></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Medicine and health sciences</subject><subj-group><subject>Pathology and laboratory medicine</subject><subj-group><subject>Toxicology</subject><subj-group><subject>Toxicity</subject></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>People and places</subject><subj-group><subject>Geographical locations</subject><subj-group><subject>North America</subject><subj-group><subject>Canada</subject><subj-group><subject>Ontario</subject></subj-group></subj-group></subj-group></subj-group></subj-group></article-categories>
<title-group>
<article-title>Inequities in access to primary care among opioid recipients in Ontario, Canada: A population-based cohort study</article-title>
<alt-title alt-title-type="running-head">Inequities in access to primary care among opioid recipients</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes" xlink:type="simple">
<contrib-id authenticated="true" contrib-id-type="orcid">https://orcid.org/0000-0002-1468-1965</contrib-id>
<name name-style="western">
<surname>Gomes</surname>
<given-names>Tara</given-names>
</name>
<role content-type="https://casrai.org/credit/">Conceptualization</role>
<role content-type="https://casrai.org/credit/">Funding acquisition</role>
<role content-type="https://casrai.org/credit/">Methodology</role>
<role content-type="https://casrai.org/credit/">Project administration</role>
<role content-type="https://casrai.org/credit/">Supervision</role>
<role content-type="https://casrai.org/credit/">Writing – original draft</role>
<xref ref-type="aff" rid="aff001"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff002"><sup>2</sup></xref>
<xref ref-type="aff" rid="aff003"><sup>3</sup></xref>
<xref ref-type="corresp" rid="cor001">*</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple">
<contrib-id authenticated="true" contrib-id-type="orcid">https://orcid.org/0000-0001-8459-208X</contrib-id>
<name name-style="western">
<surname>Campbell</surname>
<given-names>Tonya J.</given-names>
</name>
<role content-type="https://casrai.org/credit/">Data curation</role>
<role content-type="https://casrai.org/credit/">Formal analysis</role>
<role content-type="https://casrai.org/credit/">Methodology</role>
<role content-type="https://casrai.org/credit/">Writing – original draft</role>
<xref ref-type="aff" rid="aff001"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff002"><sup>2</sup></xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple">
<name name-style="western">
<surname>Martins</surname>
<given-names>Diana</given-names>
</name>
<role content-type="https://casrai.org/credit/">Conceptualization</role>
<role content-type="https://casrai.org/credit/">Methodology</role>
<role content-type="https://casrai.org/credit/">Writing – review &amp; editing</role>
<xref ref-type="aff" rid="aff001"><sup>1</sup></xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple">
<name name-style="western">
<surname>Paterson</surname>
<given-names>J. Michael</given-names>
</name>
<role content-type="https://casrai.org/credit/">Conceptualization</role>
<role content-type="https://casrai.org/credit/">Methodology</role>
<role content-type="https://casrai.org/credit/">Writing – review &amp; editing</role>
<xref ref-type="aff" rid="aff002"><sup>2</sup></xref>
<xref ref-type="aff" rid="aff003"><sup>3</sup></xref>
<xref ref-type="aff" rid="aff004"><sup>4</sup></xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple">
<name name-style="western">
<surname>Robertson</surname>
<given-names>Laura</given-names>
</name>
<role content-type="https://casrai.org/credit/">Conceptualization</role>
<role content-type="https://casrai.org/credit/">Methodology</role>
<role content-type="https://casrai.org/credit/">Writing – review &amp; editing</role>
<xref ref-type="aff" rid="aff005"><sup>5</sup></xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple">
<name name-style="western">
<surname>Juurlink</surname>
<given-names>David N.</given-names>
</name>
<role content-type="https://casrai.org/credit/">Conceptualization</role>
<role content-type="https://casrai.org/credit/">Methodology</role>
<role content-type="https://casrai.org/credit/">Writing – review &amp; editing</role>
<xref ref-type="aff" rid="aff002"><sup>2</sup></xref>
<xref ref-type="aff" rid="aff003"><sup>3</sup></xref>
<xref ref-type="aff" rid="aff006"><sup>6</sup></xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple">
<name name-style="western">
<surname>Mamdani</surname>
<given-names>Muhammad</given-names>
</name>
<role content-type="https://casrai.org/credit/">Conceptualization</role>
<role content-type="https://casrai.org/credit/">Methodology</role>
<role content-type="https://casrai.org/credit/">Writing – review &amp; editing</role>
<xref ref-type="aff" rid="aff001"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff002"><sup>2</sup></xref>
<xref ref-type="aff" rid="aff003"><sup>3</sup></xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple">
<contrib-id authenticated="true" contrib-id-type="orcid">https://orcid.org/0000-0002-7952-8320</contrib-id>
<name name-style="western">
<surname>Glazier</surname>
<given-names>Richard H.</given-names>
</name>
<role content-type="https://casrai.org/credit/">Conceptualization</role>
<role content-type="https://casrai.org/credit/">Methodology</role>
<role content-type="https://casrai.org/credit/">Writing – review &amp; editing</role>
<xref ref-type="aff" rid="aff001"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff002"><sup>2</sup></xref>
<xref ref-type="aff" rid="aff003"><sup>3</sup></xref>
<xref ref-type="aff" rid="aff007"><sup>7</sup></xref>
</contrib>
</contrib-group>
<aff id="aff001"><label>1</label> <addr-line>Li Ka Shing Knowledge Institute of St. Michael’s Hospital, Toronto, Canada</addr-line></aff>
<aff id="aff002"><label>2</label> <addr-line>ICES, Toronto, Canada</addr-line></aff>
<aff id="aff003"><label>3</label> <addr-line>University of Toronto, Toronto, Canada</addr-line></aff>
<aff id="aff004"><label>4</label> <addr-line>Department of Family Medicine, McMaster University, Hamilton, Canada</addr-line></aff>
<aff id="aff005"><label>5</label> <addr-line>Chronic Pain Support Services, Ottawa, Canada</addr-line></aff>
<aff id="aff006"><label>6</label> <addr-line>The Sunnybrook Research Institute, Toronto, Canada</addr-line></aff>
<aff id="aff007"><label>7</label> <addr-line>Department of Family and Community Medicine, St. Michael’s Hospital, Toronto, Canada</addr-line></aff>
<contrib-group>
<contrib contrib-type="editor" xlink:type="simple">
<name name-style="western">
<surname>Song</surname>
<given-names>Zirui</given-names>
</name>
<role>Academic Editor</role>
<xref ref-type="aff" rid="edit1"/>
</contrib>
</contrib-group>
<aff id="edit1"><addr-line>Massachusetts General Hospital, UNITED STATES</addr-line></aff>
<author-notes>
<fn fn-type="conflict" id="coi001">
<p>I have read the journal’s policy and the authors of this manuscript have the following competing interests to report: TG and RG have received grant funding from the Ontario Ministry of Health and CIHR. RG serves as a CIHR Scientific Director. DNJ is an unpaid member of Physicians for Responsible Opioid Prescribing (PROP). He is also a member of the American College of Medical Toxicology. Both groups have publicly available positions on this issue. He has received payment for lectures and medicolegal opinions regarding the safety and effectiveness of analgesics, including opioids. MMM has received honoraria for attending Advisory Board meetings for NovoNordisk and Neurocrine Biosciences.</p>
</fn>
<corresp id="cor001">* E-mail: <email xlink:type="simple">GomesT@smh.ca</email></corresp>
</author-notes>
<pub-date pub-type="epub">
<day>1</day>
<month>6</month>
<year>2021</year>
</pub-date>
<pub-date pub-type="collection">
<month>6</month>
<year>2021</year>
</pub-date>
<volume>18</volume>
<issue>6</issue>
<elocation-id>e1003631</elocation-id>
<history>
<date date-type="received">
<day>29</day>
<month>10</month>
<year>2020</year>
</date>
<date date-type="accepted">
<day>16</day>
<month>4</month>
<year>2021</year>
</date>
</history>
<permissions>
<copyright-year>2021</copyright-year>
<copyright-holder>Gomes et al</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/" xlink:type="simple">
<license-p>This is an open access article distributed under the terms of the <ext-link ext-link-type="uri" xlink:href="http://creativecommons.org/licenses/by/4.0/" xlink:type="simple">Creative Commons Attribution License</ext-link>, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.</license-p>
</license>
</permissions>
<self-uri content-type="pdf" xlink:href="info:doi/10.1371/journal.pmed.1003631"/>
<abstract>
<sec id="sec001">
<title>Background</title>
<p>Stigma and high-care needs can present barriers to the provision of high-quality primary care for people with opioid use disorder (OUD) and those prescribed opioids for chronic pain. We explored the likelihood of securing a new primary care provider (PCP) among people with varying histories of opioid use who had recently lost access to their PCP.</p>
</sec>
<sec id="sec002">
<title>Methods and findings</title>
<p>We conducted a retrospective cohort study using linked administrative data among residents of Ontario, Canada whose enrolment with a physician practicing in a primary care enrolment model (PEM) was terminated between January 2016 and December 2017. We assigned individuals to 3 groups based upon their opioid use on the date enrolment ended: long-term opioid pain therapy (OPT), opioid agonist therapy (OAT), or no opioid. We fit multivariable models assessing the primary outcome of primary care reattachment within 1 year, adjusting for demographic characteristics, clinical comorbidities, and health services utilization. Secondary outcomes included rates of emergency department (ED) visits and opioid toxicity events.</p>
<p>Among 154,970 Ontarians who lost their PCP, 1,727 (1.1%) were OAT recipients, 3,644 (2.4%) were receiving long-term OPT, and 149,599 (96.5%) had no recent prescription opioid exposure. In general, OAT recipients were younger (median age 36) than those receiving long-term OPT (59 years) and those with no recent prescription opioid exposure (44 years). In all exposure groups, the majority of individuals had their enrolment terminated by their physician (range 78.1% to 88.8%). In the primary analysis, as compared to those not receiving opioids, OAT recipients were significantly less likely to find a PCP within 1 year (adjusted hazard ratio [aHR] 0.55, 95% confidence interval [CI] 0.50 to 0.61, <italic>p</italic> &lt; 0.0001). We observed no significant difference between long-term OPT and opioid unexposed individuals (aHR 0.96; 95% CI 0.92 to 1.01, <italic>p</italic> = 0.12). In our secondary analysis comparing the period of PCP loss to the year prior, we found that rates of ED visits were elevated among people not receiving opioids (adjusted rate ratio (aRR) 1.20, 95% CI 1.18 to 1.22, <italic>p</italic> &lt; 0.0001) and people receiving long-term OPT (aRR 1.37, 95% CI 1.28 to 1.48, p &lt; 0.0001). We found no such increase among OAT recipients, and no significant increase in opioid toxicity events in the period following provider loss for any exposure group. The main limitation of our findings relates to their generalizability outside of PEMs and in jurisdictions with different financial incentives incorporated into primary care provision.</p>
</sec>
<sec id="sec003">
<title>Conclusions</title>
<p>In this study, we observed gaps in access to primary care among people who receive prescription opioids, particularly among OAT recipients. Ongoing efforts are needed to address the stigma, discrimination, and financial disincentives that may introduce barriers to the healthcare system, and to facilitate access to high-quality, consistent primary care services for chronic pain patients and those with OUD.</p>
</sec>
</abstract>
<abstract abstract-type="toc">
<p>In a retrospective cohort study, Tara Gomes and colleagues study associations between opioid use history and reattachment to a primary care provider following termination of enrollment among residents of Ontario, Canada.</p>
</abstract>
<abstract abstract-type="summary">
<title>Author summary</title>
<sec id="sec004">
<title>Why was this study done?</title>
<list list-type="bullet">
<list-item><p>Primary care is an important component of healthcare systems; however, inequities in access have been documented among some patient populations.</p></list-item>
<list-item><p>In particular, research suggests that people with substance use disorders or chronic pain can be flagged as “undesirable” by physicians, creating barriers to care for patients who often have complex medical needs.</p></list-item>
<list-item><p>Research is needed to understand whether these barriers are reflected in patients’ ability to secure a primary care provider (PCP) in the community.</p></list-item>
</list>
</sec>
<sec id="sec005">
<title>What did the researchers do and find?</title>
<list list-type="bullet">
<list-item><p>We created a cohort of people who had previously been enrolled with a PCP and were subsequently unenrolled, and compared the likelihood of finding another PCP among those being treated for an opioid use disorder (OUD), those receiving opioids for chronic pain, and people from the general population unexposed to opioids.</p></list-item>
<list-item><p>We found that people treated for an OUD had a much lower rate of finding another PCP within a year compared to opioid unexposed individuals.</p></list-item>
<list-item><p>Although people treated with opioids for chronic pain did not experience a lower rate of primary care reenrollment overall, they were less likely to gain access to collaborative primary care models that can provide high-quality continuity of care. This population also had elevated rates of emergency department visits during their period of provider loss.</p></list-item>
</list>
</sec>
<sec id="sec006">
<title>What do these findings mean?</title>
<list list-type="bullet">
<list-item><p>Gaps in access to primary care exist for people with OUD and chronic pain, which may be influenced by stigma, discrimination, and financial disincentives within the healthcare system.</p></list-item>
<list-item><p>There is a need for focused efforts to provide high-quality, accessible healthcare to people who use drugs and chronic pain patients, many of whom have multiple chronic conditions that would benefit from consistent primary care.</p></list-item>
</list>
</sec>
</abstract>
<funding-group>
<award-group id="award001">
<funding-source>
<institution-wrap>
<institution-id institution-id-type="funder-id">http://dx.doi.org/10.13039/501100000226</institution-id>
<institution>Ontario Ministry of Health and Long-Term Care</institution>
</institution-wrap>
</funding-source>
<award-id>06673</award-id>
<principal-award-recipient>
<contrib-id authenticated="true" contrib-id-type="orcid">https://orcid.org/0000-0002-1468-1965</contrib-id>
<name name-style="western">
<surname>Gomes</surname>
<given-names>Tara</given-names>
</name>
</principal-award-recipient>
</award-group>
<award-group id="award002">
<funding-source>
<institution>CIHR</institution>
</funding-source>
<award-id>153070</award-id>
<principal-award-recipient>
<contrib-id authenticated="true" contrib-id-type="orcid">https://orcid.org/0000-0002-1468-1965</contrib-id>
<name name-style="western">
<surname>Gomes</surname>
<given-names>Tara</given-names>
</name>
</principal-award-recipient>
</award-group>
<award-group id="award003">
<funding-source>
<institution>St. Michael’s Hospital and the University of Toronto</institution>
</funding-source>
<principal-award-recipient>
<contrib-id authenticated="true" contrib-id-type="orcid">https://orcid.org/0000-0002-7952-8320</contrib-id>
<name name-style="western">
<surname>Glazier</surname>
<given-names>Richard H.</given-names>
</name>
</principal-award-recipient>
</award-group>
<funding-statement>This study was funded by grants from the Ontario MOHLTC Health System Research Fund (grant # 06673) and the Canadian Institutes of Health Research (grant #153070). It was supported by ICES, which is funded by an annual grant from the Ontario Ministry of Health (MOH) and the Ministry of Long-Term Care (MLTC). RG is supported as a Clinician Scientist in Family and Community Medicine at St. Michael’s Hospital and the University of Toronto. The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript.</funding-statement>
</funding-group>
<counts>
<fig-count count="1"/>
<table-count count="3"/>
<page-count count="17"/>
</counts>
<custom-meta-group>
<custom-meta id="data-availability">
<meta-name>Data Availability</meta-name>
<meta-value>The dataset from this study is held securely in coded form at the Institute for Clinical Evaluative Sciences (ICES). While data sharing agreements prohibit ICES from publicly releasing a minimal deidentified dataset, access can be granted to those who meet pre-specified criteria for confidential access through the Data &amp; Analytics Service (DAS). More information on how to access this data is available at <ext-link ext-link-type="uri" xlink:href="https://www.ices.on.ca/DAS" xlink:type="simple">https://www.ices.on.ca/DAS</ext-link>.</meta-value>
</custom-meta>
</custom-meta-group>
</article-meta>
</front>
<body>
<sec id="sec007" sec-type="intro">
<title>Introduction</title>
<p>Primary care is an integral component of healthcare systems around the world, with studies demonstrating that improved access to, and high quality of, primary care is associated with reduced mortality, increased life expectancy and self-rated health, and reduced healthcare costs [<xref ref-type="bibr" rid="pmed.1003631.ref001">1</xref>,<xref ref-type="bibr" rid="pmed.1003631.ref002">2</xref>]. Despite this, a segment of the population encounters barriers to accessing primary care, with up to 1 in 6 North Americans having no regular healthcare provider or usual place of medical care [<xref ref-type="bibr" rid="pmed.1003631.ref003">3</xref>–<xref ref-type="bibr" rid="pmed.1003631.ref005">5</xref>]. Importantly, those without access to primary care often have lower socioeconomic status and fewer social and community supports [<xref ref-type="bibr" rid="pmed.1003631.ref006">6</xref>,<xref ref-type="bibr" rid="pmed.1003631.ref007">7</xref>].</p>
<p>Access to primary care for people with chronic conditions, including those with substance use disorders (SUD) or chronic pain, is particularly important as these populations often have complex medical needs and would benefit from the continuity of care that accompanies ready access to primary care physicians [<xref ref-type="bibr" rid="pmed.1003631.ref008">8</xref>–<xref ref-type="bibr" rid="pmed.1003631.ref010">10</xref>]. Furthermore, patients with chronic pain and SUD often desire improved, consistent primary care relationships as a means of accessing preventive care and ensuring patient agency during clinical decision-making [<xref ref-type="bibr" rid="pmed.1003631.ref009">9</xref>,<xref ref-type="bibr" rid="pmed.1003631.ref011">11</xref>]. However, recent research has demonstrated that achieving this quality of care can be particularly challenging for these patients, who may be labeled as “undesirable” to physicians due to stigma, high healthcare needs, or physicians’ lack of comfort prescribing opioids and concerns of adverse events [<xref ref-type="bibr" rid="pmed.1003631.ref006">6</xref>,<xref ref-type="bibr" rid="pmed.1003631.ref011">11</xref>–<xref ref-type="bibr" rid="pmed.1003631.ref013">13</xref>]. Surveys conducted among physicians reinforce this, showing that up to 40% of primary care physicians would not accept a patient who required opioid treatment into their practice [<xref ref-type="bibr" rid="pmed.1003631.ref012">12</xref>,<xref ref-type="bibr" rid="pmed.1003631.ref014">14</xref>,<xref ref-type="bibr" rid="pmed.1003631.ref015">15</xref>]. There is particular concern that this has been exacerbated in recent years with the publication of clinical guidelines for opioid prescribing in chronic non-cancer pain [<xref ref-type="bibr" rid="pmed.1003631.ref016">16</xref>,<xref ref-type="bibr" rid="pmed.1003631.ref017">17</xref>] that recommended changes in opioid prescribing patterns across North America, sometimes straining the patient–physician relationship [<xref ref-type="bibr" rid="pmed.1003631.ref011">11</xref>,<xref ref-type="bibr" rid="pmed.1003631.ref018">18</xref>,<xref ref-type="bibr" rid="pmed.1003631.ref019">19</xref>].</p>
<p>In Ontario, Canada, primary care is predominantly provided through primary care enrolment models (PEMs) that include capitation models (physicians are primarily paid through age- and sex-based reimbursements per patient), enhanced fee-for-service models (physicians are mainly paid through fee-for-service billings), and other specialized models where care is targeted to specific populations [<xref ref-type="bibr" rid="pmed.1003631.ref020">20</xref>,<xref ref-type="bibr" rid="pmed.1003631.ref021">21</xref>]. Alternatively, primary care can be delivered through community health centers (CHCs), which are comprised of multidisciplinary teams that aim to serve populations who may experience issues accessing health services, or through traditional fee-for-service arrangements [<xref ref-type="bibr" rid="pmed.1003631.ref020">20</xref>]. Under PEMs, physicians provide comprehensive primary care to enrolled patients and are prohibited from refusing enrolment due to patient health status or high-service need [<xref ref-type="bibr" rid="pmed.1003631.ref020">20</xref>]. However, despite this, qualitative studies among opioid recipients cite ongoing challenges securing primary care, which may be influenced by stigma and financial disincentives for complex patients within some PEMs [<xref ref-type="bibr" rid="pmed.1003631.ref011">11</xref>].</p>
<p>Given their complex medical needs and shifting relationships with some primary care physicians, more information is needed to understand potential barriers to accessing primary care among chronic pain patients and people with opioid use disorder (OUD). Therefore, we conducted a large, population-based cohort study comparing rates of securing a new primary care physician among people with varying histories of opioid use who had recently lost their primary care provider (PCP).</p>
</sec>
<sec id="sec008" sec-type="materials|methods">
<title>Methods</title>
<sec id="sec009">
<title>Study design and setting</title>
<p>We conducted a population-based, retrospective cohort study of Ontarians whose enrolment with a physician practicing in a PEM was terminated between January 1, 2016 and December 31, 2017. We focused on patients in PEMs since approximately 75% of Ontarians are registered in these models [<xref ref-type="bibr" rid="pmed.1003631.ref020">20</xref>], and rostering constitutes a formal agreement for primary care delivery. As such, we can identify dates and characteristics of each patient’s enrolment. This study is reported as per the REporting of studies Conducted using Observational Routinely collected Data (RECORD) extension of the Strengthening the Reporting of Observational Studies in Epidemiology (STROBE) guideline (<xref ref-type="supplementary-material" rid="pmed.1003631.s001">S1 Checklist</xref>).</p>
</sec>
<sec id="sec010">
<title>Data sources</title>
<p>We obtained data from ICES (formerly known as the Institute for Clinical Evaluative Sciences), an independent, nonprofit research institute whose legal status under Ontario’s health information privacy law allows for the collection and analysis of healthcare and demographic data. For Ontario residents, most physician and hospital services, including primary care, are covered through the universal Ontario Health Insurance Plan (OHIP). We identified individuals rostered to physicians practicing in PEMs, as well as the type of model and the date and reason for enrolment termination, using the Client Agency Program Enrolment database. We used the Corporate Provider Database and ICES Physician Database to determine physician characteristics, and the OHIP Registered Persons Database to acquire demographic and vital status data. We assessed the neighborhood-level socioeconomic marginalization of the study cohort using the Ontario Marginalization Index.</p>
<p>We characterized emergency department (ED) visits, general hospitalizations, and mental health hospitalizations using the Canadian Institute for Health Information National Ambulatory Care Reporting System, Discharge Abstract Database, and Ontario Mental Health Reporting System, respectively. We identified ambulatory care using the OHIP claims and CHC databases. To obtain claims for prescription medications, we used the Narcotics Monitoring System (NMS), which captures all prescriptions for controlled substances dispensed from community pharmacies in Ontario, regardless of payer. These datasets were linked using unique encoded identifiers and analyzed at ICES. The use of data in this project was authorized under section 45 of Ontario’s Personal Health Information Protection Act, which does not require review by a Research Ethics Board.</p>
</sec>
<sec id="sec011">
<title>Identification of the cohort</title>
<p>We identified all Ontario residents rostered to a physician practicing in a PEM on December 31, 2015 and whose enrolment with their primary care physician changed between January 1, 2016 and December 31, 2017. We excluded people younger than 18 or older than 105 on the date enrolment changed, those without healthcare contact in the 8 years before the enrolment status change, and people who resided out of province or were not eligible for OHIP on the status change date. We excluded recipients of palliative care services in the preceding year since this may influence primary care needs and follow-up, and excluded those enrolled with their rostering physician for less than 1 year prior to the status change date to ensure we were studying individuals with an ongoing patient–provider relationship.</p>
<p>Registration in a PEM can change due to patient status changes on the enrolment roster (e.g., reenrollment on the roster, transfer to a different roster, changes to provincial health insurance card) or due to termination from the roster. To identify people who experienced PCP loss, we restricted the cohort to those whose enrolment status change indicated a termination of services with the primary care physician initiated by either the patient or physician. We further excluded people who enrolled with another primary care physician from the same office as their original provider as these cases likely do not reflect a loss of primary care services but a transfer of care within a practice. We also excluded those who continued to have claims for outpatient care with their original physician following termination and those who secured another PCP or died within 14 days following the termination date. Follow-up began after this 14-day period.</p>
</sec>
<sec id="sec012">
<title>Exposure</title>
<p>We assigned individuals in the cohort to 1 of 3 hierarchical, mutually exclusive groups based on opioid exposure on the date enrolment with their primary care physician ended. First, we identified individuals with a dispensed prescription for methadone or the buprenorphine/naloxone combination product overlapping the 14 days prior to or including the enrolment termination date, defining these people as opioid agonist therapy (OAT) recipients. We did not include naltrexone in the inclusion criteria for OAT recipients because it is predominantly used to treat alcohol use disorder in Ontario. Second, we defined people receiving long-term opioid pain therapy (OPT) as those who had 90 unique days of therapy with opioids indicated to treat pain in the 100 days prior to or including enrolment termination. Third, we defined opioid unexposed individuals as people without a dispensed opioid prescription and without a healthcare encounter for opioid toxicity (see <bold>Table A in <xref ref-type="supplementary-material" rid="pmed.1003631.s005">S1 Text</xref></bold> for diagnosis codes) in the 3 years prior to or including enrolment termination. Anyone not meeting 1 of these 3 criteria was excluded from the study cohort.</p>
</sec>
<sec id="sec013">
<title>Outcomes</title>
<p>The primary outcome was new primary care attachment within 1 year of termination of enrolment with the previous physician. Primary care attachment was classified hierarchically, using standard methods developed at ICES [<xref ref-type="bibr" rid="pmed.1003631.ref022">22</xref>]. We first identified individuals who became rostered in a PEM. We then defined attachment to a CHC, a mode of primary care provided through multidisciplinary teams in Ontario, as having three or more visits with a physician or nurse practitioner at a CHC over the 18 months after enrolment termination, where at least one of these visits occurred during the 1-year follow-up. Finally, we defined attachment with a fee-for-service physician as having three or more outpatient visits to a comprehensive primary care physician [<xref ref-type="bibr" rid="pmed.1003631.ref023">23</xref>] with a billing code for core primary care services in the 18 months after enrolment termination, where at least one of these visits occurred in the 1-year follow-up (see Table A in <xref ref-type="supplementary-material" rid="pmed.1003631.s005">S1 Text</xref> for the list of billing codes). The outcome date was the date of rostering or the date of the first CHC or fee-for-service visit.</p>
<p>In a series of sensitivity analyses, we modified the definition of the primary outcome as follows: attachment defined as the first date of primary care attachment (removing the hierarchical approach), attachment to a PEM only, and attachment to a PEM or CHC only. We censored primary care attachment on death, the end of the study period (December 31, 2018) or a maximum of 351 days following cohort entry (i.e., 365 days following enrolment termination), whichever occurred first.</p>
<p>The secondary outcome was the rate of all-cause ED visits during the period without primary care attachment. We identified all ED visits that occurred after the 14-day window and before the end of follow-up for the primary care attachment outcome. For each exposure group, this rate was compared to the rate of all-cause ED visits in the 1-year preceding termination of enrolment with the original PCP. For each period, the numerator was the total number of ED visits, and the denominator was the total follow-up time. We repeated this process for our tertiary outcome of opioid toxicity, defined as an ED visit or hospital admission for opioid toxicity. We compared rates of our secondary and tertiary outcomes during follow-up to rates in the 1 year prior to termination of enrolment because these rates already differed considerably between opioid therapy groups at baseline, and opioid unexposed individuals were required to have had no opioid toxicity event in the prior 3 years. Therefore, within-person analyses of rates before and after PCP loss were determined to be the most appropriate comparison.</p>
</sec>
<sec id="sec014">
<title>Characteristics of the cohort</title>
<p>We assessed demographic characteristics (age, sex, urban/rural and northern/southern location of residence, neighborhood-level income quintile and indices of marginalization), enrolment model characteristics (type of model, reason for termination), and opioid-related characteristics (type of opioid dispensed, average daily dose, number of prescribers) on the enrolment termination date. To measure the health status of the cohort, we used The Johns Hopkins ACG System Version 10 to obtain the number of Aggregated Diagnosis Groups (ADGs) in the 2 years prior to enrolment termination [<xref ref-type="bibr" rid="pmed.1003631.ref024">24</xref>]. We also examined health services utilization for liver disease, chronic kidney disease, alcohol use disorder, opioid toxicity, and mental health and substance use-related diagnoses in the 3 years prior to enrolment termination. We identified individuals diagnosed with diabetes, chronic obstructive pulmonary disease, or asthma prior to enrolment termination. Finally, we measured the number of inpatient hospitalizations, outpatient physician visits, as well as dispensing of prescriptions for stimulants, benzodiazepines, or prescription cannabinoids in the year prior to enrolment termination.</p>
</sec>
<sec id="sec015">
<title>Statistical analysis</title>
<p>We used descriptive statistics to summarize the characteristics of the study cohort by exposure status. We calculated standardized differences to compare each opioid exposure group to opioid unexposed individuals, with differences greater than 0.10 considered meaningful [<xref ref-type="bibr" rid="pmed.1003631.ref025">25</xref>]. We then estimated multivariable Cox proportional hazards models for the association between opioid exposure and primary care attachment for the main outcome definition and the sensitivity definitions. We tested the proportional hazards assumption for each of the outcomes using log–log survival curves and an interaction between time and exposure group (<xref ref-type="supplementary-material" rid="pmed.1003631.s002">S1 Fig</xref>). In 2 post hoc sensitivity analyses, we refit models for the primary outcome among individuals whose physician ended the patient enrolment (to investigate whether findings were consistent when provider loss was not the patient’s decision) and stratified by OAT type (because of different patient and clinical characteristics between methadone and buprenorphine/naloxone).</p>
<p>For our secondary outcome, we estimated multivariable Poisson regression models for each opioid exposure group to compare the rate of ED visits during the period without primary care attachment to the rate in the 1-year preceding provider loss. The models were generated using a generalized estimating equation (GEE) to account for the 2 measurements for each person. We included an offset in the models to account for varying durations of follow-up during the period without attachment. We replicated these methods to compare the rate of opioid toxicity during the period without primary care attachment to the rate in the period prior to provider loss for OAT recipients and long-term OPT recipients. We did not estimate a model for opioid-unexposed individuals, as our inclusion criteria required this group to have no healthcare encounter for opioid toxicity in the 3 years prior to provider loss. All models were adjusted for the demographic, clinical, health services utilization, and prescription-related covariates. The study design and analyses were described in a prospective analytic plan (<xref ref-type="supplementary-material" rid="pmed.1003631.s006">S1 Protocol</xref>). Analyses were conducted at ICES using SAS Enterprise Guide version 7.1 (SAS Institute, Cary, North Carolina) and used a type 1 error rate of 0.05 as the threshold for statistical significance.</p>
</sec>
</sec>
<sec id="sec016" sec-type="results">
<title>Results</title>
<p>Among the 14,397,527 individuals alive and eligible for OHIP on December 31, 2015, 2,085,866 were rostered to a PEM and had an enrolment status change over the study period, and 154,970 met our inclusion criteria. Of these, 1,727 (1.1%) were OAT recipients, 3,644 (2.4%) were people prescribed long-term OPT, and 149,599 (96.5%) had no recent known opioid exposure (<xref ref-type="fig" rid="pmed.1003631.g001">Fig 1</xref>). The majority of OAT recipients (76.6%) were treated with methadone, and less than 6 were receiving OAT from their primary care physician (Table B in <xref ref-type="supplementary-material" rid="pmed.1003631.s005">S1 Text</xref>). Among people prescribed long-term OPT, 21.6% (<italic>N =</italic> 787) were treated with a long-acting opioid formulation, and the median daily dose of opioids dispensed was 45 morphine milligram equivalents (MMEs; interquartile range 23 to 120 MME; Table B in <xref ref-type="supplementary-material" rid="pmed.1003631.s005">S1 Text</xref>). The majority of people in each of the patient groups had their enrolment terminated by their physician, with a higher percentage of OAT recipients losing enrolment for this reason (88.8%) compared to long-term OPT recipients (78.1%) and unexposed individuals (79.5%; <xref ref-type="table" rid="pmed.1003631.t001">Table 1</xref>).</p>
<fig id="pmed.1003631.g001" position="float">
<object-id pub-id-type="doi">10.1371/journal.pmed.1003631.g001</object-id>
<label>Fig 1</label>
<caption>
<title>Cohort selection.</title>
<p>Flow diagram of cohort selection and exclusion criteria for study cohort.</p>
</caption>
<graphic mimetype="image" position="float" xlink:href="info:doi/10.1371/journal.pmed.1003631.g001" xlink:type="simple"/>
</fig>
<table-wrap id="pmed.1003631.t001" position="float">
<object-id pub-id-type="doi">10.1371/journal.pmed.1003631.t001</object-id>
<label>Table 1</label> <caption><title>Demographic and clinical characteristics of individuals whose enrolment with their primary care provider ended between January 1, 2016 and December 31, 2017, stratified according to opioid exposure.</title></caption>
<alternatives>
<graphic id="pmed.1003631.t001g" mimetype="image" position="float" xlink:href="info:doi/10.1371/journal.pmed.1003631.t001" xlink:type="simple"/>
<table>
<colgroup>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
</colgroup>
<thead>
<tr>
<th align="left">Characteristic<sup>‡</sup></th>
<th align="center">Individuals receiving opioid agonist therapy</th>
<th align="center">Individuals receiving long-term opioid pain therapy</th>
<th align="center">Opioid unexposed individuals</th>
</tr>
<tr>
<th align="left">Number of individuals</th>
<th align="center"><italic>N</italic> = 1,727</th>
<th align="center"><italic>N</italic> = 3,644</th>
<th align="center"><italic>N =</italic> 149,599</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left"><bold>Age, years</bold></td>
<td align="center"/>
<td align="center"/>
<td align="center"/>
</tr>
<tr>
<td align="left">    Median (IQR)</td>
<td align="center">36 (29–45)<xref ref-type="table-fn" rid="t001fn002">*</xref></td>
<td align="center">59 (50–70)<xref ref-type="table-fn" rid="t001fn002">*</xref></td>
<td align="center">44 (30–60)</td>
</tr>
<tr>
<td align="left"><bold>Female sex</bold></td>
<td align="center">709 (41.1%)<xref ref-type="table-fn" rid="t001fn002">*</xref></td>
<td align="center">2,049 (56.2%)</td>
<td align="center">79,484 (53.1%)</td>
</tr>
<tr>
<td align="left"><bold>Location of residence</bold></td>
<td align="center"/>
<td align="center"/>
<td align="center"/>
</tr>
<tr>
<td align="left">    Urban</td>
<td align="center">1,516 (87.8%)</td>
<td align="center">3,063 (84.1%)<xref ref-type="table-fn" rid="t001fn002">*</xref></td>
<td align="center">131,456 (87.9%)</td>
</tr>
<tr>
<td align="left">    Rural</td>
<td align="center">207 (12.0%)</td>
<td align="center">575 (15.8%)<xref ref-type="table-fn" rid="t001fn002">*</xref></td>
<td align="center">17,861 (11.9%)</td>
</tr>
<tr>
<td align="left">    Missing</td>
<td align="center">4 (0.2%)</td>
<td align="center">6 (0.2%)</td>
<td align="center">282 (0.2%)</td>
</tr>
<tr>
<td align="left"><bold>Residence in northern Ontario</bold></td>
<td align="center">284 (16.4%)<xref ref-type="table-fn" rid="t001fn002">*</xref></td>
<td align="center">457 (12.5%)<xref ref-type="table-fn" rid="t001fn002">*</xref></td>
<td align="center">12,518 (8.4%)</td>
</tr>
<tr>
<td align="left"><bold>Neighborhood income quintile</bold></td>
<td align="center"/>
<td align="center"/>
<td align="center"/>
</tr>
<tr>
<td align="left">    1 (lowest)</td>
<td align="center">650 (37.6%)<xref ref-type="table-fn" rid="t001fn002">*</xref></td>
<td align="center">1,151 (31.6%)<xref ref-type="table-fn" rid="t001fn002">*</xref></td>
<td align="center">31,358 (21.0%)</td>
</tr>
<tr>
<td align="left">    2</td>
<td align="center">429 (24.8%)<xref ref-type="table-fn" rid="t001fn002">*</xref></td>
<td align="center">870 (23.9%)</td>
<td align="center">29,918 (20.0%)</td>
</tr>
<tr>
<td align="left">    3</td>
<td align="center">286 (16.6%)</td>
<td align="center">659 (18.1%)</td>
<td align="center">29,488 (19.7%)</td>
</tr>
<tr>
<td align="left">    4</td>
<td align="center">196 (11.3%)<xref ref-type="table-fn" rid="t001fn002">*</xref></td>
<td align="center">550 (15.1%)<xref ref-type="table-fn" rid="t001fn002">*</xref></td>
<td align="center">29,233 (19.5%)</td>
</tr>
<tr>
<td align="left">    5 (highest)</td>
<td align="center">162 (9.4%)<xref ref-type="table-fn" rid="t001fn002">*</xref></td>
<td align="center">408 (11.2%)<xref ref-type="table-fn" rid="t001fn002">*</xref></td>
<td align="center">29,315 (19.6%)</td>
</tr>
<tr>
<td align="left">    Missing</td>
<td align="center">4 (0.2%)</td>
<td align="center">6 (0.2%)</td>
<td align="center">287 (0.2%)</td>
</tr>
<tr>
<td align="left"><bold>Ontario Marginalization Index–Residential instability quintile</bold></td>
<td align="center"/>
<td align="center"/>
<td align="center"/>
</tr>
<tr>
<td align="left">    1 (least unstable)</td>
<td align="center">131 (7.6%)<xref ref-type="table-fn" rid="t001fn002">*</xref></td>
<td align="center">343 (9.4%)<xref ref-type="table-fn" rid="t001fn002">*</xref></td>
<td align="center">26,234 (17.5%)</td>
</tr>
<tr>
<td align="left">    2</td>
<td align="center">189 (10.9%)<xref ref-type="table-fn" rid="t001fn002">*</xref></td>
<td align="center">525 (14.4%)<xref ref-type="table-fn" rid="t001fn002">*</xref></td>
<td align="center">27,472 (18.4%)</td>
</tr>
<tr>
<td align="left">    3</td>
<td align="center">285 (16.5%)</td>
<td align="center">676 (18.6%)</td>
<td align="center">27,755 (18.6%)</td>
</tr>
<tr>
<td align="left">    4</td>
<td align="center">465 (26.9%)<xref ref-type="table-fn" rid="t001fn002">*</xref></td>
<td align="center">915 (25.1%)<xref ref-type="table-fn" rid="t001fn002">*</xref></td>
<td align="center">29,117 (19.5%)</td>
</tr>
<tr>
<td align="left">    5 (most unstable)</td>
<td align="center">606 (35.1%)<xref ref-type="table-fn" rid="t001fn002">*</xref></td>
<td align="center">1,148 (31.5%)<xref ref-type="table-fn" rid="t001fn002">*</xref></td>
<td align="center">37,776 (25.3%)</td>
</tr>
<tr>
<td align="left">    Missing</td>
<td align="center">51 (3.0%)<xref ref-type="table-fn" rid="t001fn002">*</xref></td>
<td align="center">37 (1.0%)</td>
<td align="center">1,245 (0.8%)</td>
</tr>
<tr>
<td align="left"><bold>Ontario Marginalization Index–Material deprivation quintile</bold></td>
<td align="center"/>
<td align="center"/>
<td align="center"/>
</tr>
<tr>
<td align="left">    1 (least deprived)</td>
<td align="center">168 (9.7%)<xref ref-type="table-fn" rid="t001fn002">*</xref></td>
<td align="center">449 (12.3%)<xref ref-type="table-fn" rid="t001fn002">*</xref></td>
<td align="center">32,661 (21.8%)</td>
</tr>
<tr>
<td align="left">    2</td>
<td align="center">194 (11.2%)<xref ref-type="table-fn" rid="t001fn002">*</xref></td>
<td align="center">529 (14.5%)<xref ref-type="table-fn" rid="t001fn002">*</xref></td>
<td align="center">30,669 (20.5%)</td>
</tr>
<tr>
<td align="left">    3</td>
<td align="center">267 (15.5%)</td>
<td align="center">628 (17.2%)</td>
<td align="center">28,153 (18.8%)</td>
</tr>
<tr>
<td align="left">    4</td>
<td align="center">364 (21.1%)</td>
<td align="center">816 (22.4%)</td>
<td align="center">28,053 (18.8%)</td>
</tr>
<tr>
<td align="left">    5 (most deprived)</td>
<td align="center">683 (39.5%)<xref ref-type="table-fn" rid="t001fn002">*</xref></td>
<td align="center">1,185 (32.5%)<xref ref-type="table-fn" rid="t001fn002">*</xref></td>
<td align="center">28,818 (19.3%)</td>
</tr>
<tr>
<td align="left">    Missing</td>
<td align="center">51 (3.0%)<xref ref-type="table-fn" rid="t001fn002">*</xref></td>
<td align="center">37 (1.0%)</td>
<td align="center">1,245 (0.8%)</td>
</tr>
<tr>
<td align="left"><bold>Ontario Marginalization Index–Dependency quintile</bold></td>
<td align="center"/>
<td align="center"/>
<td align="center"/>
</tr>
<tr>
<td align="left">    1 (least dependent)</td>
<td align="center">276 (16.0%)<xref ref-type="table-fn" rid="t001fn002">*</xref></td>
<td align="center">478 (13.1%)<xref ref-type="table-fn" rid="t001fn002">*</xref></td>
<td align="center">36,200 (24.2%)</td>
</tr>
<tr>
<td align="left">    2</td>
<td align="center">320 (18.5%)</td>
<td align="center">574 (15.8%)</td>
<td align="center">28,242 (18.9%)</td>
</tr>
<tr>
<td align="left">    3</td>
<td align="center">347 (20.1%)</td>
<td align="center">636 (17.5%)</td>
<td align="center">26,220 (17.5%)</td>
</tr>
<tr>
<td align="left">    4</td>
<td align="center">388 (22.5%)<xref ref-type="table-fn" rid="t001fn002">*</xref></td>
<td align="center">734 (20.1%)</td>
<td align="center">26,376 (17.6%)</td>
</tr>
<tr>
<td align="left">    5 (most dependent)</td>
<td align="center">345 (20.0%)</td>
<td align="center">1,185 (32.5%)<xref ref-type="table-fn" rid="t001fn002">*</xref></td>
<td align="center">31,316 (20.9%)</td>
</tr>
<tr>
<td align="left">    Missing</td>
<td align="center">51 (3.0%)<xref ref-type="table-fn" rid="t001fn002">*</xref></td>
<td align="center">37 (1.0%)</td>
<td align="center">1,245 (0.8%)</td>
</tr>
<tr>
<td align="left"><bold>Ontario Marginalization Index–Ethnic diversity quintile</bold></td>
<td align="center"/>
<td align="center"/>
<td align="center"/>
</tr>
<tr>
<td align="left">    1 (least diverse)</td>
<td align="center">359 (20.8%)</td>
<td align="center">1,035 (28.4%)<xref ref-type="table-fn" rid="t001fn002">*</xref></td>
<td align="center">28,459 (19.0%)</td>
</tr>
<tr>
<td align="left">    2</td>
<td align="center">414 (24.0%)<xref ref-type="table-fn" rid="t001fn002">*</xref></td>
<td align="center">877 (24.1%)<xref ref-type="table-fn" rid="t001fn002">*</xref></td>
<td align="center">28,256 (18.9%)</td>
</tr>
<tr>
<td align="left">    3</td>
<td align="center">364 (21.1%)</td>
<td align="center">675 (18.5%)</td>
<td align="center">28,440 (19.0%)</td>
</tr>
<tr>
<td align="left">    4</td>
<td align="center">326 (18.9%)</td>
<td align="center">579 (15.9%)<xref ref-type="table-fn" rid="t001fn002">*</xref></td>
<td align="center">30,081 (20.1%)</td>
</tr>
<tr>
<td align="left">    5 (most diverse)</td>
<td align="center">213 (12.3%)<xref ref-type="table-fn" rid="t001fn002">*</xref></td>
<td align="center">441 (12.1%)<xref ref-type="table-fn" rid="t001fn002">*</xref></td>
<td align="center">33,118 (22.1%)</td>
</tr>
<tr>
<td align="left">    Missing</td>
<td align="center">51 (3.0%)<xref ref-type="table-fn" rid="t001fn002">*</xref></td>
<td align="center">37 (1.0%)</td>
<td align="center">1,245 (0.8%)</td>
</tr>
<tr>
<td align="left"><bold>Reason for termination from primary care physician</bold></td>
<td align="center"/>
<td align="center"/>
<td align="center"/>
</tr>
<tr>
<td align="left">    Physician ended patient enrolment</td>
<td align="center">1,533 (88.8%)<xref ref-type="table-fn" rid="t001fn002">*</xref></td>
<td align="center">2,845 (78.1%)</td>
<td align="center">118,861 (79.5%)</td>
</tr>
<tr>
<td align="left">    Patient moved out of physician’s catchment area</td>
<td align="center">30 (1.7%)<xref ref-type="table-fn" rid="t001fn002">*</xref></td>
<td align="center">113 (3.1%)</td>
<td align="center">6,135 (4.1%)</td>
</tr>
<tr>
<td align="left">    Physician ended enrolment per patient request</td>
<td align="center">37 (2.1%)<xref ref-type="table-fn" rid="t001fn002">*</xref></td>
<td align="center">181 (5.0%)</td>
<td align="center">7,252 (4.8%)</td>
</tr>
<tr>
<td align="left">    Enrolment terminated by patient</td>
<td align="center">127 (7.4%)<xref ref-type="table-fn" rid="t001fn002">*</xref></td>
<td align="center">505 (13.9%)</td>
<td align="center">17,351 (11.6%)</td>
</tr>
<tr>
<td align="left"><bold>Diabetes diagnosis</bold></td>
<td align="center">90 (5.2%)<xref ref-type="table-fn" rid="t001fn002">*</xref></td>
<td align="center">954 (26.2%)<xref ref-type="table-fn" rid="t001fn002">*</xref></td>
<td align="center">14,068 (9.4%)</td>
</tr>
<tr>
<td align="left"><bold>COPD diagnosis</bold></td>
<td align="center">171 (9.9%)<xref ref-type="table-fn" rid="t001fn002">*</xref></td>
<td align="center">1,206 (33.1%)<xref ref-type="table-fn" rid="t001fn002">*</xref></td>
<td align="center">10,194 (6.8%)</td>
</tr>
<tr>
<td align="left"><bold>Asthma diagnosis</bold></td>
<td align="center">408 (23.6%)<xref ref-type="table-fn" rid="t001fn002">*</xref></td>
<td align="center">895 (24.6%)<xref ref-type="table-fn" rid="t001fn002">*</xref></td>
<td align="center">22,723 (15.2%)</td>
</tr>
<tr>
<td align="left"><bold>Healthcare encounter for liver disease (previous 3 years)</bold></td>
<td align="center">30 (1.7%)<xref ref-type="table-fn" rid="t001fn002">*</xref></td>
<td align="center">78 (2.1%)<xref ref-type="table-fn" rid="t001fn002">*</xref></td>
<td align="center">547 (0.4%)</td>
</tr>
<tr>
<td align="left"><bold>Healthcare encounter for chronic kidney disease (previous 3 years)</bold></td>
<td align="center">14 (0.8%)</td>
<td align="center">240 (6.6%)<xref ref-type="table-fn" rid="t001fn002">*</xref></td>
<td align="center">2,069 (1.4%)</td>
</tr>
<tr>
<td align="left"><bold>Healthcare encounter for alcohol use disorder (previous 3 years)</bold></td>
<td align="center">199 (11.5%)<xref ref-type="table-fn" rid="t001fn002">*</xref></td>
<td align="center">196 (5.4%)<xref ref-type="table-fn" rid="t001fn002">*</xref></td>
<td align="center">2,542 (1.7)%</td>
</tr>
<tr>
<td align="left"><bold>Emergency department visit or hospitalization for mental health and substance use disorder-related diagnoses (previous 3 years)</bold></td>
<td align="center">443 (25.7%)<xref ref-type="table-fn" rid="t001fn002">*</xref></td>
<td align="center">330 (9.1%)<xref ref-type="table-fn" rid="t001fn002">*</xref></td>
<td align="center">5,711 (3.8%)</td>
</tr>
<tr>
<td align="left">    Anxiety disorders</td>
<td align="center">133 (7.7%)<xref ref-type="table-fn" rid="t001fn002">*</xref></td>
<td align="center">131 (3.6%)<xref ref-type="table-fn" rid="t001fn002">*</xref></td>
<td align="center">2,625 (1.8%)</td>
</tr>
<tr>
<td align="left">    Deliberate self-harm</td>
<td align="center">85 (4.9%)<xref ref-type="table-fn" rid="t001fn002">*</xref></td>
<td align="center">55 (1.5%)<xref ref-type="table-fn" rid="t001fn002">*</xref></td>
<td align="center">505 (0.3%)</td>
</tr>
<tr>
<td align="left">    Mood disorders</td>
<td align="center">83 (4.8%)<xref ref-type="table-fn" rid="t001fn002">*</xref></td>
<td align="center">79 (2.2%)</td>
<td align="center">1,666 (1.1%)</td>
</tr>
<tr>
<td align="left">    Schizophrenia</td>
<td align="center">28 (1.6%)</td>
<td align="center">18 (0.5%)</td>
<td align="center">840 (0.6%)</td>
</tr>
<tr>
<td align="left">    Substance-related disorders</td>
<td align="center">316 (18.3%)<xref ref-type="table-fn" rid="t001fn002">*</xref></td>
<td align="center">124 (3.4%)<xref ref-type="table-fn" rid="t001fn002">*</xref></td>
<td align="center">1,505 (1.0%)</td>
</tr>
<tr>
<td align="left">    Other mental health disorders</td>
<td align="center">37 (2.1%)<xref ref-type="table-fn" rid="t001fn002">*</xref></td>
<td align="center">30 (0.8%)</td>
<td align="center">553 (0.4%)</td>
</tr>
<tr>
<td align="left"><bold>Emergency department visit or hospitalization for opioid toxicity (previous 3 years)</bold></td>
<td align="center">79 (4.6%)</td>
<td align="center">43 (1.2%)</td>
<td align="center">N/A</td>
</tr>
<tr>
<td align="left"><bold>Type of primary care model prior to termination</bold></td>
<td align="center"/>
<td align="center"/>
<td align="center"/>
</tr>
<tr>
<td align="left">    Capitation</td>
<td align="center">1,045 (60.5%)<xref ref-type="table-fn" rid="t001fn002">*</xref></td>
<td align="center">2,134 (58.6%)</td>
<td align="center">80,649 (53.9%)</td>
</tr>
<tr>
<td align="left">    Enhanced fee-for-service</td>
<td align="center">612 (35.4%)<xref ref-type="table-fn" rid="t001fn002">*</xref></td>
<td align="center">1,361 (37.3%)<xref ref-type="table-fn" rid="t001fn002">*</xref></td>
<td align="center">65,219 (43.6%)</td>
</tr>
<tr>
<td align="left">    Other</td>
<td align="center">70 (4.1%)</td>
<td align="center">149 (4.1%)</td>
<td align="center">3,731 (2.5%)</td>
</tr>
<tr>
<td align="left"><bold>Health system utilization (previous year; Mean ± SD)</bold></td>
<td align="center"/>
<td align="center"/>
<td align="center"/>
</tr>
<tr>
<td align="left">    Outpatient visits to any physician</td>
<td align="center">58.4 ± 30.0<xref ref-type="table-fn" rid="t001fn002">*</xref></td>
<td align="center">20.8 ± 20.1<xref ref-type="table-fn" rid="t001fn002">*</xref></td>
<td align="center">6.2 ± 10.7</td>
</tr>
<tr>
<td align="left">    Outpatient visits to previous rostering physician</td>
<td align="center">1.1 ± 3.1</td>
<td align="center">4.8 ± 6.0<xref ref-type="table-fn" rid="t001fn002">*</xref></td>
<td align="center">1.3 ± 2.9</td>
</tr>
<tr>
<td align="left">    Emergency department visits</td>
<td align="center">1.5 ± 3.3<xref ref-type="table-fn" rid="t001fn002">*</xref></td>
<td align="center">1.3 ± 2.9<xref ref-type="table-fn" rid="t001fn002">*</xref></td>
<td align="center">0.4 ± 1.0</td>
</tr>
<tr>
<td align="left">    Inpatient hospitalizations</td>
<td align="center">0.1 ± 0.5<xref ref-type="table-fn" rid="t001fn002">*</xref></td>
<td align="center">0.3 ± 0.7<xref ref-type="table-fn" rid="t001fn002">*</xref></td>
<td align="center">0.1 ± 0.3</td>
</tr>
<tr>
<td align="left"><bold>Number of ADGs per person (previous 2 years)</bold></td>
<td align="center"/>
<td align="center"/>
<td align="center"/>
</tr>
<tr>
<td align="left">    Non-users, no or only unclassified diagnoses, or 1–2</td>
<td align="center">330 (19.1%)<xref ref-type="table-fn" rid="t001fn002">*</xref></td>
<td align="center">192 (5.3%)<xref ref-type="table-fn" rid="t001fn002">*</xref></td>
<td align="center">56,776 (38.0%)</td>
</tr>
<tr>
<td align="left">    3–4</td>
<td align="center">406 (23.5%)</td>
<td align="center">416 (11.4%)<xref ref-type="table-fn" rid="t001fn002">*</xref></td>
<td align="center">34,912 (23.3%)</td>
</tr>
<tr>
<td align="left">    5–6</td>
<td align="center">333 (19.3%)</td>
<td align="center">581 (15.9%)</td>
<td align="center">26,390 (17.6%)</td>
</tr>
<tr>
<td align="left">    7+</td>
<td align="center">658 (38.1%)<xref ref-type="table-fn" rid="t001fn002">*</xref></td>
<td align="center">2,455 (67.4%)<xref ref-type="table-fn" rid="t001fn002">*</xref></td>
<td align="center">31,521 (21.1%)</td>
</tr>
<tr>
<td align="left"><bold>Prescribed medications (previous year)</bold></td>
<td align="center"/>
<td align="center"/>
<td align="center"/>
</tr>
<tr>
<td align="left">    Stimulants</td>
<td align="center">143 (8.3%)<xref ref-type="table-fn" rid="t001fn002">*</xref></td>
<td align="center">83 (2.3%)<xref ref-type="table-fn" rid="t001fn002">*</xref></td>
<td align="center">1,155 (0.8%)</td>
</tr>
<tr>
<td align="left">    Benzodiazepines</td>
<td align="center">379 (21.9%)<xref ref-type="table-fn" rid="t001fn002">*</xref></td>
<td align="center">1,431 (39.3%)<xref ref-type="table-fn" rid="t001fn002">*</xref></td>
<td align="center">7,841 (5.2%)</td>
</tr>
<tr>
<td align="left">    Synthetic cannabinoids</td>
<td align="center">66 (3.8%)<xref ref-type="table-fn" rid="t001fn002">*</xref></td>
<td align="center">186 (5.1%)<xref ref-type="table-fn" rid="t001fn002">*</xref></td>
<td align="center">110 (0.1%)</td>
</tr>
</tbody>
</table>
</alternatives>
<table-wrap-foot>
<fn id="t001fn001"><p><sup>‡</sup> N(%) unless otherwise specified.</p></fn>
<fn id="t001fn002"><p>*Indicates a standardized difference &gt;0.10 when compared to opioid unexposed individuals.</p></fn>
<fn id="t001fn003"><p>ADG, Aggregated Diagnosis Group; COPD, chronic obstructive pulmonary disease; IQR, interquartile range; SD, standard deviation.</p></fn>
</table-wrap-foot>
</table-wrap>
<p>Sociodemographic and clinical characteristics differed across groups (<xref ref-type="table" rid="pmed.1003631.t001">Table 1</xref>). Compared to unexposed individuals, OAT recipients tended to be younger, were less likely to be women, and resided in neighborhoods with lower income and higher degrees of residential instability, material deprivation, and dependency (i.e., proportion of population not participating in workforce). They were less likely to have diabetes but more likely to have health services use for mental health and substance-related diagnoses. In contrast, long-term OPT recipients tended to be older than opioid-unexposed individuals. Like OAT recipients, they also resided in neighborhoods that had a lower proportion of recent immigrants or visible minorities and had a higher degree of residential instability, material deprivation, and dependency. Long-term OPT recipients were more likely to use stimulants, benzodiazepines, and synthetic cannabinoids compared to opioid-unexposed individuals and were much more likely than opioid-unexposed individuals to have chronic conditions. Compared to opioid-unexposed individuals, both OAT and long-term OPT recipients were more likely to have originally been rostered in a capitation-based primary care model.</p>
<p>In our primary analysis, 450 OAT recipients (0.89 per 1,000 person-days), 2,009 long-term OPT recipients (2.69 per 1,000 person-days), and 63,232 opioid-unexposed individuals (1.68 per 1,000 person-days) became attached to a new PCP during the 1 year of follow-up (<xref ref-type="table" rid="pmed.1003631.t002">Table 2</xref>). The majority of long-term OPT recipients (65.8%) and opioid-unexposed individuals (74.5%) who found a new PCP were attached to a PEM. In contrast, 44.2% of OAT recipients were attached to a fee-for-service physician, and only 43.8% were attached to a PEM (Tables C and D in <xref ref-type="supplementary-material" rid="pmed.1003631.s005">S1 Text</xref>). After adjusting for potential confounders, OAT recipients were significantly less likely to secure a PCP within 1 year compared to opioid-unexposed individuals (adjusted hazard ratio [aHR] 0.55, 95% confidence interval [CI] 0.50 to 0.61, <italic>p</italic> &lt; 0.0001). Results for OAT recipients were consistent across all sensitivity analyses. We observed no significant difference in subsequent primary care attachment between long-term OPT recipients and opioid-unexposed individuals (aHR 0.96; 95% CI 0.92 to 1.01, <italic>p</italic> = 0.12). However, when considering attachment to a PEM only (aHR 0.85, 95% CI 0.80 to 0.90, <italic>p</italic> &lt; 0.0001) or attachment to a PEM or CHC (aHR 0.87, 95% CI 0.82 to 0.92, <italic>p</italic> &lt; 0.0001), we observed a significantly lower hazard of primary care attachment among long-term OPT recipients compared to opioid-unexposed individuals (<xref ref-type="table" rid="pmed.1003631.t002">Table 2</xref>). In our sensitivity analysis restricted to individuals whose physician ended the patient enrolment, the results were consistent with the primary analysis. Similarly, the results of the primary analysis were consistent between both OAT types (<xref ref-type="table" rid="pmed.1003631.t002">Table 2</xref>).</p>
<table-wrap id="pmed.1003631.t002" position="float">
<object-id pub-id-type="doi">10.1371/journal.pmed.1003631.t002</object-id>
<label>Table 2</label> <caption><title>Association between opioid exposure and new primary care attachment in the year following primary care provider loss.</title></caption>
<alternatives>
<graphic id="pmed.1003631.t002g" mimetype="image" position="float" xlink:href="info:doi/10.1371/journal.pmed.1003631.t002" xlink:type="simple"/>
<table>
<colgroup>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
</colgroup>
<thead>
<tr>
<th align="left" style="background-color:#D9D9D9">Opioid exposure</th>
<th align="center" style="background-color:#D9D9D9">Individuals</th>
<th align="center" style="background-color:#D9D9D9">N (rate per 1,000 person-days)</th>
<th align="center" style="background-color:#D9D9D9">Unadjusted hazard ratio (95% CI)</th>
<th align="center" style="background-color:#D9D9D9">Unadjusted <italic>p</italic>-value</th>
<th align="center" style="background-color:#D9D9D9">Adjusted hazard ratio (95% CI)</th>
<th align="center" style="background-color:#D9D9D9">Adjusted <italic>p</italic>-value</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" colspan="7" style="background-color:#D9D9D9"><bold>Primary analysis</bold></td>
</tr>
<tr>
<td align="left"><bold>Opioid-unexposed individuals</bold></td>
<td align="center">149,599</td>
<td align="center">63,232 (1.68)</td>
<td align="center">1</td>
<td align="center">-</td>
<td align="center">1</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left"><bold>OAT recipient</bold></td>
<td align="center">1,727</td>
<td align="center">450 (0.89)</td>
<td align="center">0.55 (0.50–0.60)</td>
<td align="center">&lt;0.0001</td>
<td align="center"><bold>0.55 (0.50–0.61)</bold></td>
<td align="center"><bold>&lt;0.0001</bold></td>
</tr>
<tr>
<td align="left"><bold>Long-term OPT recipient</bold></td>
<td align="center">3,644</td>
<td align="center">2,009 (2.69)</td>
<td align="center">1.53 (1.47–1.60)</td>
<td align="center">&lt;0.0001</td>
<td align="center"><bold>0.96 (0.92–1.01)</bold></td>
<td align="center"><bold>0.1224</bold></td>
</tr>
<tr>
<td align="left" colspan="7" style="background-color:#D9D9D9"><bold>Sensitivity analysis: First instance of primary care attachment</bold></td>
</tr>
<tr>
<td align="left"><bold>Opioid-unexposed individuals</bold></td>
<td align="center">143,364</td>
<td align="center">67,701 (2.04)</td>
<td align="center">1</td>
<td align="center">-</td>
<td align="center">1</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left"><bold>OAT recipient</bold></td>
<td align="center">1,674</td>
<td align="center">479 (1.01)</td>
<td align="center">0.52 (0.48–0.57)</td>
<td align="center">&lt;0.0001</td>
<td align="center"><bold>0.51 (0.47–0.56)</bold></td>
<td align="center"><bold>&lt;0.0001</bold></td>
</tr>
<tr>
<td align="left"><bold>Long-term OPT recipient</bold></td>
<td align="center">3,316</td>
<td align="center">2,123 (3.87)</td>
<td align="center">1.73 (1.65–1.80)</td>
<td align="center">&lt;0.0001</td>
<td align="center"><bold>1.00 (0.96–1.05)</bold></td>
<td align="center"><bold>0.9147</bold></td>
</tr>
<tr>
<td align="left" colspan="7" style="background-color:#D9D9D9"><bold>Sensitivity analysis: Attachment to a primary care enrolment model</bold></td>
</tr>
<tr>
<td align="left"><bold>Opioid-unexposed individuals</bold></td>
<td align="center">155,068</td>
<td align="center">47,086 (1.08)</td>
<td align="center">1</td>
<td align="center">-</td>
<td align="center">1</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left"><bold>OAT recipient</bold></td>
<td align="center">1,859</td>
<td align="center">197 (0.32)</td>
<td align="center">0.31 (0.27–0.36)</td>
<td align="center">&lt;0.0001</td>
<td align="center"><bold>0.35 (0.31–0.41)</bold></td>
<td align="center"><bold>&lt;0.0001</bold></td>
</tr>
<tr>
<td align="left"><bold>Long-term OPT recipient</bold></td>
<td align="center">3,944</td>
<td align="center">1,322 (1.28)</td>
<td align="center">1.17 (1.11–1.24)</td>
<td align="center">&lt;0.0001</td>
<td align="center"><bold>0.85 (0.80–0.90)</bold></td>
<td align="center"><bold>&lt;0.0001</bold></td>
</tr>
<tr>
<td align="left" colspan="7" style="background-color:#D9D9D9"><bold>Sensitivity analysis: Attachment to a primary care enrolment model or CHC</bold></td>
</tr>
<tr>
<td align="left"><bold>Opioid-unexposed individuals</bold></td>
<td align="center">154,373</td>
<td align="center">49,742 (1.17)</td>
<td align="center">1</td>
<td align="center">-</td>
<td align="center">1</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left"><bold>OAT recipient</bold></td>
<td align="center">1,840</td>
<td align="center">251 (0.43)</td>
<td align="center">0.38 (0.33–0.43)</td>
<td align="center">&lt;0.0001</td>
<td align="center"><bold>0.41 (0.36–0.47)</bold></td>
<td align="center"><bold>&lt;0.0001</bold></td>
</tr>
<tr>
<td align="left"><bold>Long-term OPT recipient</bold></td>
<td align="center">3,894</td>
<td align="center">1,470 (1.50)</td>
<td align="center">1.26 (1.20–1.33)</td>
<td align="center">&lt;0.0001</td>
<td align="center"><bold>0.87 (0.82–0.92)</bold></td>
<td align="center"><bold>&lt;0.0001</bold></td>
</tr>
<tr>
<td align="left" colspan="7" style="background-color:#D9D9D9"><bold>Sensitivity analysis: Primary outcome among those whose physician ended enrolment</bold></td>
</tr>
<tr>
<td align="left"><bold>Opioid-unexposed individuals</bold></td>
<td align="center">118,861</td>
<td align="center">45,641 (1.46)</td>
<td align="center">1</td>
<td align="center">-</td>
<td align="center">1</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left"><bold>OAT recipient</bold></td>
<td align="center">1,533</td>
<td align="center">358 (0.79)</td>
<td align="center">0.55 (0.50–0.61)</td>
<td align="center">&lt;0.0001</td>
<td align="center"><bold>0.53 (0.47–0.58)</bold></td>
<td align="center"><bold>&lt;0.0001</bold></td>
</tr>
<tr>
<td align="left"><bold>Long-term OPT recipient</bold></td>
<td align="center">2,845</td>
<td align="center">1,477 (2.44)</td>
<td align="center">1.60 (1.52–1.69)</td>
<td align="center">&lt;0.0001</td>
<td align="center"><bold>0.96 (0.91–1.02)</bold></td>
<td align="center"><bold>0.1860</bold></td>
</tr>
<tr>
<td align="left" colspan="7" style="background-color:#D9D9D9"><bold>Sensitivity analysis: Primary outcome, stratified by OAT type</bold><xref ref-type="table-fn" rid="t002fn003">*</xref></td>
</tr>
<tr>
<td align="left"><bold>Opioid-unexposed individuals</bold></td>
<td align="center">149,599</td>
<td align="center">63,232 (1.68)</td>
<td align="center">1</td>
<td align="center">-</td>
<td align="center">1</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left"><bold>Methadone recipient</bold></td>
<td align="center">1,319</td>
<td align="center">321 (0.82)</td>
<td align="center">0.50 (0.45–0.56)</td>
<td align="center">&lt;0.0001</td>
<td align="center"><bold>0.52 (0.46–0.58)</bold></td>
<td align="center"><bold>&lt;0.0001</bold></td>
</tr>
<tr>
<td align="left"><bold>Buprenorphine/naloxone recipient</bold></td>
<td align="center">404</td>
<td align="center">128 (1.15)</td>
<td align="center">0.70 (0.58–0.83)</td>
<td align="center">&lt;0.0001</td>
<td align="center"><bold>0.66 (0.56–0.79)</bold></td>
<td align="center"><bold>&lt;0.0001</bold></td>
</tr>
<tr>
<td align="left"><bold>Long-term OPT recipient</bold></td>
<td align="center">3,644</td>
<td align="center">2,009 (2.69)</td>
<td align="center">1.53 (1.47–1.60)</td>
<td align="center">&lt;0.0001</td>
<td align="center"><bold>0.96 (0.92–1.01)</bold></td>
<td align="center"><bold>0.1256</bold></td>
</tr>
</tbody>
</table>
</alternatives>
<table-wrap-foot>
<fn id="t002fn001"><p>CHC, community health center; CI, confidence interval; OAT, opioid agonist therapy; OPT, opioid pain therapy.</p></fn>
<fn id="t002fn002"><p>All models adjusted for age, sex, urban or rural region of residence, northern or southern region of residence, neighborhood income quintile, Ontario Marginalization Indices, diabetes diagnosis, COPD diagnosis, asthma diagnosis, health services utilization for chronic kidney disease, liver disease, or alcohol use disorder, emergency department visit or hospitalization for mental health diagnoses, type of previous primary care enrolment model, reason for termination from previous primary care enrolment model, number of outpatient visits to previous rostering physician, number of emergency department visits, number of inpatient hospitalizations, number of Aggregated Diagnosis Groups, and past prescription for a stimulant, benzodiazepine, or synthetic cannabinoid.</p></fn>
<fn id="t002fn003"><p>*Excludes people prescribed both methadone and buprenorphine/naloxone on index date.</p></fn>
</table-wrap-foot>
</table-wrap>
<p>In our secondary analysis, we found that rates of ED visits increased among opioid-unexposed individuals (adjusted rate ratio (aRR) 1.20, 95% CI 1.18 to 1.22, <italic>p</italic> &lt; 0.0001) and long-term OPT recipients (aRR 1.37, 95% CI 1.28 to 1.48, <italic>p</italic> &lt; 0.0001) during the period of provider loss. Although OAT recipients did not experience an increased rate of ED visits during their period of provider loss (aRR 1.09, 95% CI 0.97 to 1.22, <italic>p</italic> = 0.13), they visited the ED at a much higher rate than opioid-unexposed individuals both prior to and following their loss of PCP (<xref ref-type="table" rid="pmed.1003631.t003">Table 3</xref>; <xref ref-type="supplementary-material" rid="pmed.1003631.s003">S2 Fig</xref>). Finally, in our analysis of opioid-related toxicity events, event rates were low, and there was no significant increase in these events in the period following provider loss (<xref ref-type="table" rid="pmed.1003631.t003">Table 3</xref>; <xref ref-type="supplementary-material" rid="pmed.1003631.s004">S3 Fig</xref>).</p>
<table-wrap id="pmed.1003631.t003" position="float">
<object-id pub-id-type="doi">10.1371/journal.pmed.1003631.t003</object-id>
<label>Table 3</label> <caption><title>Emergency department visits and opioid toxicity incidents during the period without primary care attachment compared to the one-year preceding provider loss, stratified according to opioid exposure.</title></caption>
<alternatives>
<graphic id="pmed.1003631.t003g" mimetype="image" position="float" xlink:href="info:doi/10.1371/journal.pmed.1003631.t003" xlink:type="simple"/>
<table>
<colgroup>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
</colgroup>
<thead>
<tr>
<th align="left" style="background-color:#D9D9D9">Opioid exposure</th>
<th align="center" style="background-color:#D9D9D9">ED visits prior to loss of attachment N (rate per 1,000 person-days)</th>
<th align="center" style="background-color:#D9D9D9">ED visits during the period without attachment N (rate per 1,000 person-days)</th>
<th align="center" style="background-color:#D9D9D9">Unadjusted rate ratio (95% CI)</th>
<th align="center" style="background-color:#D9D9D9">Unadjusted <italic>p</italic>-value</th>
<th align="center" style="background-color:#D9D9D9">Adjusted rate ratio (95% CI)</th>
<th align="center" style="background-color:#D9D9D9">Adjusted <italic>p</italic>-value</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" colspan="7" style="background-color:#D9D9D9"><bold>Secondary analysis: ED visits after primary care provider loss</bold><xref ref-type="table-fn" rid="t003fn002">*</xref></td>
</tr>
<tr>
<td align="left"><bold>Opioid-unexposed individuals</bold></td>
<td align="center">55,671 (1.02)</td>
<td align="center">41,653 (1.11)</td>
<td align="center">1.12 (1.10–1.14)</td>
<td align="center">&lt;0.0001</td>
<td align="center"><bold>1.20 (1.18–1.22)</bold></td>
<td align="center"><bold>&lt;0.0001</bold></td>
</tr>
<tr>
<td align="left"><bold>OAT recipient</bold></td>
<td align="center">2,498 (3.96)</td>
<td align="center">2,029 (4.03)</td>
<td align="center">1.05 (0.94–1.17)</td>
<td align="center">0.4249</td>
<td align="center"><bold>1.09 (0.97–1.22)</bold></td>
<td align="center"><bold>0.1285</bold></td>
</tr>
<tr>
<td align="left"><bold>Long-term OPT recipient</bold></td>
<td align="center">4,727 (3.55)</td>
<td align="center">3,530 (4.73)</td>
<td align="center">1.35 (1.25–1.45)</td>
<td align="center">&lt;0.0001</td>
<td align="center"><bold>1.37 (1.28–1.48)</bold></td>
<td align="center"><bold>&lt;0.0001</bold></td>
</tr>
<tr>
<td align="left" colspan="7" style="background-color:#D9D9D9"><bold>Tertiary analysis: Opioid toxicity incidents after primary care provider loss</bold><xref ref-type="table-fn" rid="t003fn003">**</xref></td>
</tr>
<tr>
<td align="left"><bold>Opioid-unexposed individuals</bold></td>
<td align="center">N/A</td>
<td align="center">36 (0.001)</td>
<td align="center">N/A</td>
<td align="center">-</td>
<td align="center">N/A</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left"><bold>OAT recipient</bold></td>
<td align="center">38 (0.060)</td>
<td align="center">37 (0.073)</td>
<td align="center">1.22 (0.77–1.95)</td>
<td align="center">0.3985</td>
<td align="center"><bold>1.28 (0.81–2.04)</bold></td>
<td align="center"><bold>0.2902</bold></td>
</tr>
<tr>
<td align="left"><bold>Long-term OPT recipient</bold></td>
<td align="center">24 (0.018)</td>
<td align="center">23 (0.031)</td>
<td align="center">1.72 (0.88–3.33)</td>
<td align="center">0.1108</td>
<td align="center"><bold>1.69 (0.87–3.28)</bold></td>
<td align="center"><bold>0.1250</bold></td>
</tr>
</tbody>
</table>
</alternatives>
<table-wrap-foot>
<fn id="t003fn001"><p>CI, confidence interval; ED, emergency department; OAT, opioid agonist therapy; OPT, opioid pain therapy.</p></fn>
<fn id="t003fn002"><p>*Adjusted for age, sex, northern or southern region of residence, neighborhood income quintile, Ontario Marginalization Indices, diabetes diagnosis, COPD diagnosis, asthma diagnosis, health services utilization for chronic kidney disease, liver disease, or alcohol use disorder, emergency department visit or hospitalization for mental health diagnoses, type of previous primary care enrolment model, reason for termination from previous primary care enrolment model, number of outpatient visits to previous rostering physician, number of inpatient hospitalizations, number of Aggregated Diagnosis Groups, and past prescription for a stimulant, benzodiazepine, or synthetic cannabinoid.</p></fn>
<fn id="t003fn003"><p>**Adjusted for age, sex, northern or southern region of residence, health services utilization for alcohol use disorder, emergency department visit or hospitalization for mental health diagnoses, number of outpatient visits to previous rostering physician, and number of inpatient hospitalizations.</p></fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="sec017" sec-type="conclusions">
<title>Discussion</title>
<p>In this population-based study of individuals whose enrolment in a PEM was terminated, we found that people receiving OAT were 45% less likely to secure another primary care physician in the next year compared to opioid-unexposed individuals. Although people prescribed long-term OPT had a similar likelihood of securing another primary care physician as opioid-unexposed individuals, when considering attachment to a PEM only or to a PEM or CHC, they were significantly less likely to secure another PCP. During the gap in primary care services, people prescribed long-term OPT and the opioid-unexposed population were more likely to visit the ED, while the rate of visits among OAT recipients remained similarly high both before and after loss of primary care.</p>
<p>Our findings among long-term OPT recipients merit further discussion. In particular, there was no difference in the likelihood of finding another primary care physician compared to opioid-unexposed individuals, which does not align with a study among United States primary care practitioners where 41% indicated that they would not prescribe opioids to a chronic pain patient currently prescribed long-term opioids [<xref ref-type="bibr" rid="pmed.1003631.ref014">14</xref>]. However, our results differed when considering the type of primary care attachment, which suggests that current models of primary care enrolment may introduce financial disincentives for physicians to enroll chronic pain patients who may have a high resource requirement, a phenomenon that has been described elsewhere [<xref ref-type="bibr" rid="pmed.1003631.ref006">6</xref>]. This is concerning given that PEMs are expressly designed to improve continuity and delivery of care [<xref ref-type="bibr" rid="pmed.1003631.ref026">26</xref>], which is often a priority for patients with chronic conditions [<xref ref-type="bibr" rid="pmed.1003631.ref006">6</xref>,<xref ref-type="bibr" rid="pmed.1003631.ref009">9</xref>] and has been associated with cost savings to the healthcare system [<xref ref-type="bibr" rid="pmed.1003631.ref010">10</xref>,<xref ref-type="bibr" rid="pmed.1003631.ref026">26</xref>].</p>
<p>Our findings among OAT recipients align with recently published studies employing surveys and qualitative analyses. In a Canadian survey of 354 family physicians accepting new patients, nearly one-third would not accept patients who required opioids [<xref ref-type="bibr" rid="pmed.1003631.ref015">15</xref>], and participants in 2 qualitative studies among people with an OUD cited challenges securing ongoing primary care, perceived as being associated with stigma relating to their SUD [<xref ref-type="bibr" rid="pmed.1003631.ref009">9</xref>,<xref ref-type="bibr" rid="pmed.1003631.ref011">11</xref>]. The effect of stigma on barriers to primary care access may also be evident in our study, as nearly 90% of OAT recipients had their physician end their initial primary care enrolment compared to approximately 80% among chronic pain patients and opioid-unexposed individuals. This higher rate of physician-initiated loss of enrolment, in combination with the large gap in subsequent primary care attachment among people with an OUD, can lead to important impacts on their general health, as this is a population that tends to have multiple comorbidities that would benefit from consistent primary care. For example, OAT recipients who lost their PCP in this study were much more likely to have concurrent SUDs, mental health diagnoses, higher comorbidity burden, and more use of prescription medications requiring ongoing monitoring and follow-up. This gap in provision of care can lead to preventable clinical deterioration and decreased patient quality of life that can have long-term clinical and social consequences [<xref ref-type="bibr" rid="pmed.1003631.ref010">10</xref>].</p>
<p>It was also extremely rare that PCPs were the physician actively prescribing OAT to their patients at time of enrolment loss. Although over the study period, physicians in Canada required federal approval before prescribing methadone, this is no longer the case and has never been a requirement to prescribe buprenorphine/naloxone [<xref ref-type="bibr" rid="pmed.1003631.ref027">27</xref>]. Therefore, the fact that nearly all OAT recipients who had lost their PCP in our study were receiving treatment for OUD outside of their PCP is suggestive of fragmentation in the healthcare system for these patients. Given the considerable economic and clinical benefits of integration of OAT into primary care [<xref ref-type="bibr" rid="pmed.1003631.ref028">28</xref>], concerted efforts to incentivize this integration throughout Canada is needed.</p>
<p>Also concerning is our finding that the rate of ED visits increased significantly during follow-up for long-term OPT recipients, suggesting that their loss of a PCP led them to seek care in a hospital setting. While we also observed a significant increase among opioid-unexposed individuals, the rate of ED visits and the increase during follow-up was much higher among long-term OPT recipients, which may also be reflective of worsening clinical comorbidities among chronic pain patients who lose access to their PCP. Interestingly, among OAT recipients, we observed no significant change in the rate of ED visits. While this could suggest that OAT recipients did not experience the same need for physician care during their period of provider loss, it is perhaps more likely that the negative experiences that people who use drugs have reported in hospital environments was a barrier to them seeking additional healthcare in this setting [<xref ref-type="bibr" rid="pmed.1003631.ref011">11</xref>,<xref ref-type="bibr" rid="pmed.1003631.ref029">29</xref>,<xref ref-type="bibr" rid="pmed.1003631.ref030">30</xref>]. More research is needed to understand how previous experiences with the healthcare system intersect with gaps in healthcare access to influence clinical outcomes for both OAT and long-term OPT recipients.</p>
<p>A key strength of this analysis is that it leveraged large, population-based datasets that capture all health services utilization among Ontarians following loss of attachment to a PCP. However, several limitations require further discussion. First, because attachment to PCPs in CHCs or purely fee-for-service physicians are not well described in our data, our findings are only generalizable to individuals who were already enrolled in a PEM and whose enrolment was subsequently terminated. However, 75% of all primary care is now provided within PEMs, and this number continues to grow over time. Therefore, these findings are generalizable to the majority of primary care services provided across the province. Second, fee-for-service physicians and those working in CHCs are not required to roster patients, and attachment to one of these physicians relied on identifying multiple visits with the same provider over an 18-month period. This could lead to some misclassification of outcomes, particularly among OAT recipients who do not regularly visit their PCP each year. However, since the majority of primary care is provided through PEMs, and because this issue is also likely to occur in the population of opioid-unexposed individuals, it should not have major impacts on the study findings. Third, we were unable to identify people with an OUD who were not receiving OAT. Therefore, we are unable to determine whether their patterns of primary care access differ from those receiving treatment for OUD. However, based on the literature regarding negative physician perceptions of people who use drugs [<xref ref-type="bibr" rid="pmed.1003631.ref009">9</xref>,<xref ref-type="bibr" rid="pmed.1003631.ref011">11</xref>,<xref ref-type="bibr" rid="pmed.1003631.ref015">15</xref>], we anticipate that the findings among OAT recipients would be similar for those with OUD who are not actively receiving treatment. Fourth, we cannot confirm whether patients who lost their PCP were actively looking for another provider over the follow-up period. However, because all patients had previously been enrolled in a primary care model, and given that the physician ended the patient enrolment in the vast majority of cases, it is likely that the patients who lost their PCPs would have benefited from continued access to a primary care practice. We also cannot differentiate visits to walk-in clinics from other fee-for-service primary care services provided in the community. Therefore, if people prescribed long-term OPT are more likely to receive primary care from a consistent walk-in clinic during their period of provider loss, this could explain why a gap in access was not identified in this population when including OHIP claims in our outcome definition. Finally, as is the case with observational research generally, it is possible that unmeasured confounding impacted some of our findings. In particular, unadjusted models indicated that long-term OPT recipients were generally more likely to secure a PCP within the year, but this association disappeared after adjustment. This likely reflects the high comorbidity burden observed among chronic pain patients in this study which may lead them to more quickly seek a new PCP.</p>
<p>The generalizability of our findings elsewhere in Canada, and across North America, and potential policy implications warrant further discussion. For the last 2 decades, Canada has been undergoing considerable primary healthcare reform, with a focus on equitable access to care, integration of care, and team-based primary care models [<xref ref-type="bibr" rid="pmed.1003631.ref031">31</xref>,<xref ref-type="bibr" rid="pmed.1003631.ref032">32</xref>]. Although there has been interprovincial variation in the pace and extent of the reforms [<xref ref-type="bibr" rid="pmed.1003631.ref031">31</xref>], the findings from our study are likely generalizable across the country. In contrast, because the healthcare system in the US is funded by a mix of public and private insurers, access to primary care for people with complex needs or low socioeconomic status differs from that in Canada [<xref ref-type="bibr" rid="pmed.1003631.ref033">33</xref>,<xref ref-type="bibr" rid="pmed.1003631.ref034">34</xref>]. This could impact the applicability of our findings to the US population; however, it is likely that barriers to accessing primary care are larger outside of a universal publicly funded healthcare system, which could heighten the disparities identified among people with an OUD. Therefore, although the structure of primary care differs across North America, our findings suggest that even in a province with a publicly funded healthcare system that has undergone considerable primary care transformation, barriers to care continue to exist for people who use opioids, particularly those with an OUD. Future efforts are needed to more fully understand the patient and provider-level factors that contribute to these gaps, including financial disincentives within reimbursement models, addressing stigma and discrimination within the healthcare system, and creating safe environments for marginalized populations. For example, physician remuneration policies should be reviewed to ensure that they do not reinforce structural barriers and discrimination, and physician education should elucidate how stigmatizing language and behaviors can harm marginalized populations when they interact with their healthcare providers.</p>
</sec>
<sec id="sec018" sec-type="conclusions">
<title>Conclusions</title>
<p>Patients receiving treatment for OUD experience important gaps in access to primary care that can lead to increased use of more costly healthcare services and poorer access to preventive care and management of complex chronic conditions. Although not to the same degree, there is also evidence of these barriers among chronic pain patients, particularly as it relates to their ability to access collaborative primary care models that can provide high-quality continuity of care and which constitute the majority of primary care provision in Ontario. Ongoing efforts are needed to address stigma and discrimination faced by people who use opioids within the healthcare system and to facilitate access to high-quality, consistent primary care services for chronic pain patients and those with OUD.</p>
</sec>
<sec id="sec019" sec-type="supplementary-material">
<title>Supporting information</title>
<supplementary-material id="pmed.1003631.s001" mimetype="application/pdf" position="float" xlink:href="info:doi/10.1371/journal.pmed.1003631.s001" xlink:type="simple">
<label>S1 Checklist</label>
<caption>
<title>RECORD Statement checklist.</title>
<p>(PDF)</p>
</caption>
</supplementary-material>
<supplementary-material id="pmed.1003631.s002" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document" position="float" xlink:href="info:doi/10.1371/journal.pmed.1003631.s002" xlink:type="simple">
<label>S1 Fig</label>
<caption>
<title>Tests of proportional hazards assumptions.</title>
<p>(DOCX)</p>
</caption>
</supplementary-material>
<supplementary-material id="pmed.1003631.s003" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document" position="float" xlink:href="info:doi/10.1371/journal.pmed.1003631.s003" xlink:type="simple">
<label>S2 Fig</label>
<caption>
<title>Rates of emergency department visits during the 1 year prior to loss of primary care attachment and during the period without primary care attachment, by opioid exposure group.</title>
<p>(DOCX)</p>
</caption>
</supplementary-material>
<supplementary-material id="pmed.1003631.s004" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document" position="float" xlink:href="info:doi/10.1371/journal.pmed.1003631.s004" xlink:type="simple">
<label>S3 Fig</label>
<caption>
<title>Rates of health services use for opioid toxicity during the 1 year prior to loss of primary care attachment and during the period without primary care attachment, by opioid exposure group.</title>
<p>(DOCX)</p>
</caption>
</supplementary-material>
<supplementary-material id="pmed.1003631.s005" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document" position="float" xlink:href="info:doi/10.1371/journal.pmed.1003631.s005" xlink:type="simple">
<label>S1 Text</label>
<caption>
<title>Tables outlining diagnosis codes used to define clinical characteristics, and additional findings related to opioid dispensing characteristics, and types of primary care attachment among those accessing primary care in the 1-year follow-up.</title>
<p>(DOCX)</p>
</caption>
</supplementary-material>
<supplementary-material id="pmed.1003631.s006" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document" position="float" xlink:href="info:doi/10.1371/journal.pmed.1003631.s006" xlink:type="simple">
<label>S1 Protocol</label>
<caption>
<title>Analytic protocol outlining study design and statistical methods employed.</title>
<p>(DOCX)</p>
</caption>
</supplementary-material>
</sec>
</body>
<back>
<ack>
<p>We thank Alex Kopp for his support and insightful discussions regarding primary care attachment and service delivery in Ontario. Parts of this material are based on data and information compiled and provided by CIHI, CCO, and the MOH. We thank IQVIA Solutions Canada Inc. for use of their Drug Information File. These findings have not been published previously.</p>
<p>The analyses, conclusions, opinions, and statements expressed herein are solely those of the authors and do not reflect those of the funding or data sources; no endorsement is intended or should be inferred.</p>
<p>Tonya Campbell had full access to the databases used to create the study cohort.</p>
</ack>
<glossary>
<title>Abbreviations</title>
<def-list>
<def-item><term>ADG</term>
<def><p>Aggregated Diagnosis Group</p></def>
</def-item>
<def-item><term>aHR</term>
<def><p>adjusted hazard ratio</p></def>
</def-item>
<def-item><term>aRR</term>
<def><p>adjusted rate ratio</p></def>
</def-item>
<def-item><term>CHC</term>
<def><p>community health center</p></def>
</def-item>
<def-item><term>CI</term>
<def><p>confidence interval</p></def>
</def-item>
<def-item><term>ED</term>
<def><p>emergency department</p></def>
</def-item>
<def-item><term>GEE</term>
<def><p>generalized estimating equation</p></def>
</def-item>
<def-item><term>MME</term>
<def><p>morphine milligram equivalent</p></def>
</def-item>
<def-item><term>NMS</term>
<def><p>Narcotics Monitoring System</p></def>
</def-item>
<def-item><term>OAT</term>
<def><p>opioid agonist therapy</p></def>
</def-item>
<def-item><term>OHIP</term>
<def><p>Ontario Health Insurance Plan</p></def>
</def-item>
<def-item><term>OPT</term>
<def><p>opioid pain therapy</p></def>
</def-item>
<def-item><term>OUD</term>
<def><p>opioid use disorder</p></def>
</def-item>
<def-item><term>PCP</term>
<def><p>primary care provider</p></def>
</def-item>
<def-item><term>PEM</term>
<def><p>primary care enrolment model</p></def>
</def-item>
<def-item><term>RECORD</term>
<def><p>REporting of studies Conducted using Observational Routinely collected Data</p></def>
</def-item>
<def-item><term>STROBE</term>
<def><p>Strengthening the Reporting of Observational Studies in Epidemiology</p></def>
</def-item>
<def-item><term>SUD</term>
<def><p>substance use disorder</p></def>
</def-item>
</def-list>
</glossary>
<ref-list>
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<named-content content-type="letter-date">11 Nov 2020</named-content>
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<p>Dear Dr Gomes, </p>
<p>Thank you for submitting your manuscript entitled "Inequities in Access to Primary Care Among Opioid Recipients in Ontario, Canada: A Population-Based Study" for consideration by PLOS Medicine.</p>
<p>Your manuscript has now been evaluated by the PLOS Medicine editorial staff and I am writing to let you know that we would like to send your submission out for external peer review.</p>
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<p>Associate Editor</p>
<p>PLOS Medicine</p>
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<named-content content-type="letter-date">17 Jan 2021</named-content>
</p>
<p>Dear Dr. Gomes,</p>
<p>Thank you very much for submitting your manuscript "Inequities in Access to Primary Care Among Opioid Recipients in Ontario, Canada: A Population-Based Study" (PMEDICINE-D-20-05269R1) for consideration at PLOS Medicine. </p>
<p>Your paper was evaluated by a senior editor and discussed among all the editors here. It was also discussed with an academic editor with relevant expertise, and sent to independent reviewers, including a statistical reviewer (#r1). The reviews are appended at the bottom of this email and any accompanying reviewer attachments can be seen via the link below:</p>
<p>[LINK]</p>
<p>In light of these reviews, I am afraid that we will not be able to accept the manuscript for publication in the journal in its current form, but we would like to consider a revised version that addresses the reviewers' and editors' comments. Obviously we cannot make any decision about publication until we have seen the revised manuscript and your response, and we plan to seek re-review by one or more of the reviewers.  </p>
<p>In revising the manuscript for further consideration, your revisions should address the specific points made by each reviewer and the editors. Please also check the guidelines for revised papers at <ext-link ext-link-type="uri" xlink:href="http://journals.plos.org/plosmedicine/s/revising-your-manuscript" xlink:type="simple">http://journals.plos.org/plosmedicine/s/revising-your-manuscript</ext-link> for any that apply to your paper. In your rebuttal letter you should indicate your response to the reviewers' and editors' comments, the changes you have made in the manuscript, and include either an excerpt of the revised text or the location (eg: page and line number) where each change can be found. Please submit a clean version of the paper as the main article file; a version with changes marked should be uploaded as a marked up manuscript.</p>
<p>In addition, we request that you upload any figures associated with your paper as individual TIF or EPS files with 300dpi resolution at resubmission; please read our figure guidelines for more information on our requirements: <ext-link ext-link-type="uri" xlink:href="http://journals.plos.org/plosmedicine/s/figures" xlink:type="simple">http://journals.plos.org/plosmedicine/s/figures</ext-link>. While revising your submission, please upload your figure files to the PACE digital diagnostic tool, <ext-link ext-link-type="uri" xlink:href="https://pacev2.apexcovantage.com/" xlink:type="simple">https://pacev2.apexcovantage.com/</ext-link>. PACE helps ensure that figures meet PLOS requirements. To use PACE, you must first register as a user. Then, login and navigate to the UPLOAD tab, where you will find detailed instructions on how to use the tool. If you encounter any issues or have any questions when using PACE, please email us at <email xlink:type="simple">PLOSMedicine@plos.org</email>.</p>
<p>We expect to receive your revised manuscript by Feb 05 2021 11:59PM. Please email us (<email xlink:type="simple">plosmedicine@plos.org</email>) if you have any questions or concerns.</p>
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<p>Please use the following link to submit the revised manuscript: </p>
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<p>To enhance the reproducibility of your results, we recommend that you deposit your laboratory protocols in protocols.io, where a protocol can be assigned its own identifier (DOI) such that it can be cited independently in the future. For instructions see <ext-link ext-link-type="uri" xlink:href="http://journals.plos.org/plosmedicine/s/submission-guidelines#loc-methods" xlink:type="simple">http://journals.plos.org/plosmedicine/s/submission-guidelines#loc-methods</ext-link>.</p>
<p>Please ensure that the paper adheres to the PLOS Data Availability Policy (see <ext-link ext-link-type="uri" xlink:href="http://journals.plos.org/plosmedicine/s/data-availability" xlink:type="simple">http://journals.plos.org/plosmedicine/s/data-availability</ext-link>), which requires that all data underlying the study's findings be provided in a repository or as Supporting Information. For data residing with a third party, authors are required to provide instructions with contact information for obtaining the data. PLOS journals do not allow statements supported by "data not shown" or "unpublished results." For such statements, authors must provide supporting data or cite public sources that include it. </p>
<p>We look forward to receiving your revised manuscript. </p>
<p>Sincerely,</p>
<p>Emma Veitch, PhD</p>
<p>PLOS Medicine</p>
<p>On behalf of Caitlin Moyer, PhD, Associate Editor, </p>
<p>PLOS Medicine</p>
<p><ext-link ext-link-type="uri" xlink:href="http://plosmedicine.org" xlink:type="simple">plosmedicine.org</ext-link></p>
<p>-----------------------------------------------------------</p>
<p>Comments from the academic editor:</p>
<p>1. I think this paper is generally well-done, and I think the fact that 4 reviewers have endorsed a minor revision is a meaningful metric in its favor.</p>
<p>2. However, there are a couple of concerns that I think deserve emphasis. First, the authors should really try to make clear why the PCP was lost. Was it through patients walking away from their PCPs or loss of follow-up, or was it through the PCPs letting the patient go, moving, or some other physician-side cause. Whether the relationship was lost due to patient-side or physician-side explanations would be expected to play a role in determining reconnections to primary care.</p>
<p>3. Second, the generalizability issue is important, because one province in Canada may have provincial policies or regional explanations for these results that don't apply elsewhere.</p>
<p>4. Third, not all opioid use and opioid antagonist use is alike. The duration, intensity, and type of use should be considered when categorizing subjects into the groups here. </p>
<p>Requests from internal editors:</p>
<p>*Please structure your abstract using the PLOS Medicine headings (Background, Methods and Findings, Conclusions). In the last sentence of the Abstract Methods and Findings section, please include a note about any key limitation(s) of the study's methodology.</p>
<p>*In the abstract (methods and findings subsection), we'd suggest noting briefly the type of analysis conducted (multivariable analysis) and the confounders adjusted for.</p>
<p>*At this stage, we ask that you include a short, non-technical Author Summary of your research to make findings accessible to a wide audience that includes both scientists and non-scientists. The Author Summary should immediately follow the Abstract in your revised manuscript. This text is subject to editorial change and should be distinct from the scientific abstract. Please see our author guidelines for more information: <ext-link ext-link-type="uri" xlink:href="https://journals.plos.org/plosmedicine/s/revising-your-manuscript#loc-author-summary" xlink:type="simple">https://journals.plos.org/plosmedicine/s/revising-your-manuscript#loc-author-summary</ext-link></p>
<p>*Please reformat the citation style into PLOS Medicine's format (should be straight forward if using referencing software) - this should use callouts formatted as sequential numerals in square brackets (not superscript). </p>
<p>*Please clarify in the paper if the analytical approach followed here corresponded to one laid out in a prospective protocol or analysis plan? Please state this (either way) early in the Methods section.</p>
<p>a) If a prospective analysis plan (from your funding proposal, IRB or other ethics committee submission, study protocol, or other planning document written before analyzing the data) was used in designing the study, please include the relevant prospectively written document with your revised manuscript as a Supporting Information file to be published alongside your study, and cite it in the Methods section. A legend for this file should be included at the end of your manuscript. </p>
<p>b) If no such document exists, please make sure that the Methods section transparently describes when analyses were planned, and when/why any data-driven changes to analyses took place.  </p>
<p>c) In either case, changes in the analysis-- including those made in response to peer review comments-- should be identified as such in the Methods section of the paper, with rationale.</p>
<p>*We'd suggest the authors use an appropriate reporting guideline pertaining to the study type to support more detailed reporting of the methods and findings; since the study involved routinely-collected clinical data and linkage of datasets, the most appropriate might be the RECORD guideline (<ext-link ext-link-type="uri" xlink:href="https://www.equator-network.org/reporting-guidelines/record/" xlink:type="simple">https://www.equator-network.org/reporting-guidelines/record/</ext-link>). If the authors use this, please ensure that the study is reported according to the RECORD guideline, and include the completed  checklist as Supporting Information.  Please add the following statement, or similar, to the Methods: "This study is reported as per the RECORD guideline (S1 Checklist)". When completing the checklist, please use section and paragraph numbers, rather than page numbers.</p>
<p>*In the discussion section, it's not clear that currently the authors acknowledge the possibility for bias due to confounding by unmeasured factors in the study, ie that rather than opioid use resulting in the failure to re-enrol with a PCP but rather some other underlying factor is linked with increased risk of opioid use and with failure to re-enrol with a PCP (eg, socioeconomic factors could be plausibly imagined here). This could be better discussed. </p>
<p>-----------------------------------------------------------</p>
<p>Comments from the reviewers:</p>
<p>Reviewer #1: See attachment</p>
<p>Michael Dewey</p>
<p>-----------------------------------------------------------</p>
<p>Reviewer #2: </p>
<p>Summary and Overall Impression:</p>
<p>This manuscript focuses on differential access to primary care between three groups of people: 1) those receiving opioid agonist therapy (OAT); 2) those receiving long-term opioid pain treatment (OPT); 3) and those not exposed to opioids to primary care providers.  Using a retrospective cohort study design, the authors examine data of individuals from Ontario, Canada, whose enrolment with a physician practicing primary care (PCP) was terminated between January 2016 and December 2017.  The application of eligibility criteria resulted in a cohort of 154,970 Ontarians who lost their PCP during the relevant timeframe.  The primary outcome was primary care re-attachment within one year.  Secondary outcomes included rate of emergency department visits and opioid toxicity events.   </p>
<p>Overall, the manuscript focuses on an important area of inequities in access to primary care.  The focus on individuals receiving opioids for long-term chronic pain and to treat Opioid Use Disorder is timely given the attention to the dearth of treatments for non-cancer pain and the overprescribing of opioids that has resulted in an epidemic of opioid misuse, overdose deaths, and Opioid Use Disorder.  The key strength of the study is the use of a large cohort of linked- patient level data providing the ability to look at loss of primary care, re-engagement in primary care, and the utilization of health care services when primary care was not available.  The main weakness of the study (aside from those the authors list in the discussion) is potential lack of generalizability across other provinces in Canada or other parts of the world devasted by the opioid crisis like the United States.  The significance of the research could be improved substantively if the authors placed their results within models of healthcare delivery for the rest of Canada and other parts of North America (especially the United States) and offered potential policy changes to address differential access as well as future areas of research.  </p>
<p>Major Issues:</p>
<p>As stated above in the summary and overall impressions, the significance of this research is limited by generalizability to a single province in Canada.  While the data did come from Ontario, the authors could compare primary care models from this single province to other parts of Canada and the United States and the potential implication of these findings.  As written, the authors do not even discuss potential primary care practice, policy, or research implications of their findings under the limited application to Ontario.  It seems there is an opportunity to lay out these implications within Ontario and apply them to an understanding of primary care in other portions of North America.  </p>
<p>Minor Issues:</p>
<p>The authors do not lay out the different models for providing primary care until the discussion.  It would be helpful to orient the reader to these different models earlier in the paper, perhaps even in the introduction.  Including a table with the different models could be useful and referenced in the appropriate places throughout the paper.  </p>
<p>In the current climate, I as a reader misinterpreted the term "inequities" in access in the title.  I was prepared to see at least some data presented by race/ethnicity to look at inequities in access to primary care.  People have intersecting identities that lead to inequitable access to healthcare including the receipt of opioids but also the combination of receiving opioids with race/ethnicity.  As a population- based study, these data probably exist and in addition to age and gender could be important to examine.  If there is a lack of diversity, it warrants a mention and impacts generalizability of findings.</p>
<p>Sentence 3 of the introduction is a bit confusing and could be improved by either re-writing the sentence or breaking into two sentences.</p>
<p>Stigma is referenced in the abstract and conclusions but no where else in the paper.  There is an extensive literature on stigma toward people using opioids to treat chronic pain and OUD.  In addition, there are papers that talk about stigma toward providers and medications used to treat OUD.  The introduction would be strengthened to include some reference to this literature.  Likewise, if stigma is to be mentioned in a sentence of the conclusions some link to the study findings is important.  This important area could be considered more thoughtfully with additional mention in the introduction and implications of study findings.  When stating "ongoing efforts are needed to address the stigma and discrimination that may introduce barriers to the healthcare system" it would be helpful to state more clearly how study results support this statement and exactly what efforts might be helpful. </p>
<p>Introduction section provides references about physicians' discomfort or unwillingness to treat patients receiving opioids but neglect to include financial incentives/disincentives.   It is important to add this to the introduction since finances are an important contributor to primary care providers not wanting to treat complex patients receiving opioids.</p>
<p>Last sentence of the introduction states: "Therefore, we conducted a large, population-based cohort study comparing time to securing a new primary care physician among people with varying histories of opioid use who had recently lost their primary care provider."   Data were analyzed and reported based on whether someone was or was not reenrolled in primary care.  Data were not analyzed or reported based on "time to securing a primary care physician" although if patient level data are available based on dates of initial re-enrollment that would be an additional interesting way to report on results and is strongly encouraged.  If data are not available, rewriting this sentence to more clearly recommend study findings is recommended.  </p>
<p>Under Data Sources, first sentence: spell out ICES the first time it appears in the paper.    </p>
<p>I could not find the citation for reference 20, although I may have overlooked it.</p>
<p>-----------------------------------------------------------</p>
<p>Reviewer #3: </p>
<p>This paper examines primary care access among people on long-term opioid analgesic prescriptions and opioid agonist therapies. The paper is very well-written and covers an important and timely topic of inequities in a highly vulnerable group. Comments for the authors' consideration are listed below.</p>
<p>1. The method used to identify the OAT and OPT recipients seems to risk missing people with opioid use disorder who are not on agonist treatments. For example, someone who is obtaining opioids illegally but not receiving OAT. This limitation is acknowledged, but if you have room it would be beneficial to see a bit more on what the implications are for the study results.</p>
<p>2. Given the variability across countries in opioid agonist prescribing policies, can you add a note about whether there are any restrictions on agonist prescribing that might confound the results? For example, is there any additional training to prescribe these medications, restrictions on the settings in which they can be provided or caps on the number of prescriptions that can be written? </p>
<p>3. Although I agree with the authors that the most likely explanation is due to problems on the provider and systems end (e.g., stigma, logistical barriers in accessing care), this cannot be assumed given this design. For example, "Also concerning is our finding that the rate of ED visits increased significantly during follow-up for long-term OPT recipients, suggesting that their loss of a primary care provider led them to seek care in a hospital setting." Consider adding some text describing alternative possibilities here. It seems that this could also reflect a worsening course in this cohort - people were starting to struggle, discontinued treatment and understandably needed more intensive care in that context. This interpretation might lead to different strategies to support this group (e.g., how do we re-engage people in care or implement other low-barrier access to services). More balance in the discussion about the possible reasons for this would strengthen the paper.  </p>
<p>-----------------------------------------------------------</p>
<p>Reviewer #4: </p>
<p>This retrospective cohort study examines a primary outcome of re-attachment to primary care for individuals across three groups - long-term opioid pain therapy (OPT), opioid agonist therapy (OAT), or no opioids. The overall aim was examining differences in care for those with OUD, prescribed opioids for pain, and no opioids. Findings indicated that those being treated for OUD were less likely to find PCPs within 1 year. Strengths of this manuscript are examining a large retrospective sample, use of advanced statistical approaches, and targeting an important topic -disparities in access to primary healthcare for those with opioid use and chronic pain. </p>
<p>There are a few things that would benefit from clarification and elaboration in a revision of this manuscript. </p>
<p>Abstract:</p>
<p>Suggest changing spelling: enrolment to enrollment (though this may be country-specific preference). </p>
<p>Introduction - well written. It may be helpful for some description of healthcare in Ontario and elsewhere in Ontario, for those unfamiliar with this healthcare system or primary care enrollment models (PEM). For instance, is enrollment in these programs mandatory?</p>
<p>Methods - </p>
<p>What is rationale for removing individuals receiving palliative care for chronic pain? Palliative care does not always mean "end of life" and therefore many patients receiving palliative care may fall into the category of long-term opioid pain therapy (OPT) in this study. Suggest providing rationale - not necessarily changing exclusion criteria.</p>
<p>Were individuals prescribed Naltrexone included? If not, why? (provide rationale). </p>
<p>Why are buprenorphine and naloxone considered as same category? Many individuals on chronic long-term pain treatment may also be prescribed Narcan to prevent unintentional overdose for individuals prescribed opioids for chronic pain. They may not necessarily be treated for OUD. </p>
<p>How did you handle missing data? </p>
<p>Results</p>
<p>More information is needed on the healthcare system. What is the difference between a fee for service physician and a PEM?</p>
<p>Discussion</p>
<p>There is now information on the question above about fee-for-service. I think it would be very beneficial to provide an overview of the healthcare system in which the study occurred (Ontario) for those unfamiliar with Ontario's system. This should occur in the introduction.</p>
<p>-----------------------------------------------------------</p>
<p>Any attachments provided with reviews can be seen via the following link:</p>
<p>[LINK]</p>
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<p>
<named-content content-type="letter-date">25 Mar 2021</named-content>
</p>
<p>Dear Dr. Gomes,</p>
<p>Thank you very much for re-submitting your manuscript "Inequities in Access to Primary Care Among Opioid Recipients in Ontario, Canada: A Population-Based Cohort Study" (PMEDICINE-D-20-05269R2) for review by PLOS Medicine.</p>
<p>I have discussed the paper with my colleagues and the academic editor and it was also seen again by three reviewers. I am pleased to say that provided the remaining editorial and production issues are dealt with we are planning to accept the paper for publication in the journal.</p>
<p>The remaining issues that need to be addressed are listed at the end of this email. Any accompanying reviewer attachments can be seen via the link below. Please take these into account before resubmitting your manuscript:</p>
<p>[LINK]</p>
<p>***Please note while forming your response, if your article is accepted, you may have the opportunity to make the peer review history publicly available. The record will include editor decision letters (with reviews) and your responses to reviewer comments. If eligible, we will contact you to opt in or out.***</p>
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<p>If you have any questions in the meantime, please contact me or the journal staff on <email xlink:type="simple">plosmedicine@plos.org</email>.  </p>
<p>We look forward to receiving the revised manuscript by Apr 01 2021 11:59PM.   </p>
<p>Sincerely,</p>
<p>Caitlin Moyer, PhD </p>
<p>Associate Editor </p>
<p>PLOS Medicine</p>
<p><ext-link ext-link-type="uri" xlink:href="http://plosmedicine.org" xlink:type="simple">plosmedicine.org</ext-link></p>
<p>------------------------------------------------------------</p>
<p>Requests from Editors:</p>
<p>Note on the first point of Reviewer 4: The editors do not require changes to be made due to space limitations.</p>
<p>1.Data availability statement: Please update the link to: <ext-link ext-link-type="uri" xlink:href="https://www.ices.on.ca/DAS" xlink:type="simple">https://www.ices.on.ca/DAS</ext-link></p>
<p>2. Analysis plan: Thank you for including the prospective analysis plan as a supporting information file.  In the document, it seems that changes made to the plan (such as those added in response to peer review) are indicated in bold type, with rationale.  Please note this explicitly at the beginning of the document, and please also note changes made to the prospective analysis plan in the Methods section, with rationale.</p>
<p>3. Abstract: Methods and Findings: Please mention the setting (Ontario, Canada) more explicitly, and please provide relevant demographic/ enrollment model characteristic information for the study population.</p>
<p>4. Abstract: Methods and Findings: Please provide p values in addition to the 95% CIs given for the comparison between OAT recipients and non-recipients with likelihood of finding a provider, as well as the comparison for OPT recipients.  For the secondary analyses comparing the PCP-loss period with the prior year, please also include the p values for these results.</p>
<p>5. Abstract: Conclusions: For the first sentence, we would suggest a summary of the main findings of the study; beginning with the phrase "In this study, we observed ..." may be useful.</p>
<p>6. Author summary: What do these findings mean?  In the first bullet point, we suggest changing “...which is likely influenced by...” to “...which may be influenced by...”</p>
<p>7. Throughout the text: Please place the in-text reference brackets before, rather than after, the sentence punctuation, like this [1].  When multiple references are listed, please remove spaces within the brackets.</p>
<p>8. Methods: Please add the following statement to the Methods: "This study is reported as per the REporting of studies Conducted using Observational Routinely-collected Data (RECORD) extension of the Strengthening the Reporting of Observational Studies in Epidemiology (STROBE) guideline (S1 Checklist)."</p>
<p>9. Results: Please include p values in addition to the CIs associated with the following results: “After adjusting for potential confounders, OAT recipients were significantly less likely to secure a primary care provider within one year compared to opioid unexposed individuals (adjusted hazard ratio [aHR] 0.55, 95% confidence interval [CI] 0.50 to 0.61).”</p>
<p>10. Results: Please provide both p values and 95% CIs for all results presented in the text.</p>
<p>11. Funding and acknowledgement section:  Please remove the funding information from the main text.  Instead, please include all accurate funding information in the Financial Disclosures section of the manuscript submission form.</p>
<p>12. Please remove the “Conflicts of interest” section from the main text and ensure this information is accurately entered in the “Competing Interests” section of the manuscript submission form.</p>
<p>13. Table 2 and Table 3: Please also provide p values for the adjusted and unadjusted analyses.</p>
<p>Comments from Reviewers:</p>
<p>Reviewer #1: The authors have addressed all my points.</p>
<p>Michael Dewey</p>
<p>Reviewer #3: The authors have been highly responsive to review and have submitted a stronger paper. I have no further comments. </p>
<p>Reviewer #4: The authors did a very nice job of thoughtfully addressing the feedback from the editors and previous reviews. The overview on healthcare in Ontario in the Introduction was very helpful to orient the reader to the system being examined in the study; thank you for including this. I applaud the addition of briefly mentioning both stigma and financial disincentives in reason why some patients have difficulty securing primary care, as well as the additional references. Thank you for providing more information on the rational for excluding patients enrolled in palliative care, as well as clarification on naltrexone and buprenorphine/naloxone. The author summary is a clear and concise reflection of the study content. </p>
<p>Would defer to editor on this regarding space: On p. 31 - consider whether these paragraphs on exclusion criteria and methods may be better presented in a table? (This may only be necessary if space is an issue). </p>
<p>Within the discussion, the authors do a good job of highlighting that there is much work to be done to improve the healthcare system for patients who use opioids and OAT, especially addressing stigma and discrimination. While it is not necessary to provide an in-depth analysis of what can be done about these matters due to space, I wonder if the authors could provide a brief summary of what (from a public policy standpoint as well as potentially continuing education, within training programs, etc.) might be done to mitigate the effects of these disparities that are identified for people with OUD.</p>
<p>Any attachments provided with reviews can be seen via the following link:</p>
<p>[LINK]</p>
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<named-content content-type="letter-date">16 Apr 2021</named-content>
</p>
<p>Dear Dr Gomes, </p>
<p>On behalf of my colleagues and the Academic Editor, Zirui Song, I am pleased to inform you that we have agreed to publish your manuscript "Inequities in Access to Primary Care Among Opioid Recipients in Ontario, Canada: A Population-Based Cohort Study" (PMEDICINE-D-20-05269R3) in PLOS Medicine.</p>
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<p>Also, we request you make the following change to the text of the manuscript.  In the Methods, please remove the trademark symbol from "The Johns Hopkins ACG® System Version 10" in the text. </p>
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<p>To enhance the reproducibility of your results, we recommend that you deposit your laboratory protocols in protocols.io, where a protocol can be assigned its own identifier (DOI) such that it can be cited independently in the future. Additionally, PLOS ONE offers an option to publish peer-reviewed clinical study protocols. Read more information on sharing protocols at <ext-link ext-link-type="uri" xlink:href="https://plos.org/protocols?utm_medium=editorial-email&amp;utm_source=authorletters&amp;utm_campaign=protocols" xlink:type="simple">https://plos.org/protocols?utm_medium=editorial-email&amp;utm_source=authorletters&amp;utm_campaign=protocols</ext-link></p>
<p>Thank you again for submitting to PLOS Medicine. We look forward to publishing your paper. </p>
<p>Sincerely, </p>
<p>Caitlin Moyer, Ph.D. </p>
<p>Associate Editor </p>
<p>PLOS Medicine</p>
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