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  <front>
    <journal-meta>
      <journal-id journal-id-type="publisher-id">JMIR</journal-id>
      <journal-id journal-id-type="nlm-ta">J Med Internet Res</journal-id>
      <journal-title>Journal of Medical Internet Research</journal-title>
      <issn pub-type="epub">1438-8871</issn>
      <publisher>
        <publisher-name>JMIR Publications</publisher-name>
        <publisher-loc>Toronto, Canada</publisher-loc>
      </publisher>
    </journal-meta>
    <article-meta>
      <article-id pub-id-type="publisher-id">v26i1e55351</article-id>
      <article-id pub-id-type="pmid">38530352</article-id>
      <article-id pub-id-type="doi">10.2196/55351</article-id>
      <article-categories>
        <subj-group subj-group-type="heading">
          <subject>Original Paper</subject>
        </subj-group>
        <subj-group subj-group-type="article-type">
          <subject>Original Paper</subject>
        </subj-group>
      </article-categories>
      <title-group>
        <article-title>Wait Times for Scheduling Appointments for Prevention of Macrovascular and Microvascular Complications of Diabetes: Cross-Sectional Descriptive Study</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="editor">
          <name>
            <surname>Mavragani</surname>
            <given-names>Amaryllis</given-names>
          </name>
        </contrib>
      </contrib-group>
      <contrib-group>
        <contrib contrib-type="reviewer">
          <name>
            <surname>Amrollahi-Sharifabadi</surname>
            <given-names>Mohammad</given-names>
          </name>
        </contrib>
        <contrib contrib-type="reviewer">
          <name>
            <surname>Popa</surname>
            <given-names>Elena</given-names>
          </name>
        </contrib>
      </contrib-group>
      <contrib-group>
        <contrib id="contrib1" contrib-type="author" corresp="yes" equal-contrib="yes">
          <name name-style="western">
            <surname>Basch</surname>
            <given-names>Corey H</given-names>
          </name>
          <degrees>EdD, MPH</degrees>
          <xref rid="aff1" ref-type="aff">1</xref>
          <address>
            <institution>Department of Public Health</institution>
            <institution>William Paterson University</institution>
            <addr-line>University Hall</addr-line>
            <addr-line>Wayne, NJ, 07470</addr-line>
            <country>United States</country>
            <phone>1 973 720 2603</phone>
            <email>baschc@wpunj.edu</email>
          </address>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0003-4862-4229</ext-link>
        </contrib>
        <contrib id="contrib2" contrib-type="author">
          <name name-style="western">
            <surname>Hillyer</surname>
            <given-names>Grace C</given-names>
          </name>
          <degrees>EdD, MPH</degrees>
          <xref rid="aff2" ref-type="aff">2</xref>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0003-0467-075X</ext-link>
        </contrib>
        <contrib id="contrib3" contrib-type="author">
          <name name-style="western">
            <surname>Basch</surname>
            <given-names>Charles E</given-names>
          </name>
          <degrees>PhD</degrees>
          <xref rid="aff3" ref-type="aff">3</xref>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0001-8022-0959</ext-link>
        </contrib>
      </contrib-group>
      <aff id="aff1">
        <label>1</label>
        <institution>Department of Public Health</institution>
        <institution>William Paterson University</institution>
        <addr-line>Wayne, NJ</addr-line>
        <country>United States</country>
      </aff>
      <aff id="aff2">
        <label>2</label>
        <institution>Department of Epidemiology, Mailman School of Public Health</institution>
        <institution>Columbia University</institution>
        <addr-line>New York, NY</addr-line>
        <country>United States</country>
      </aff>
      <aff id="aff3">
        <label>3</label>
        <institution>Department of Health Studies and Applied Educational Psychology</institution>
        <institution>Teachers College Columbia University</institution>
        <addr-line>New York, NY</addr-line>
        <country>United States</country>
      </aff>
      <author-notes>
        <corresp>Corresponding Author: Corey H Basch <email>baschc@wpunj.edu</email></corresp>
      </author-notes>
      <pub-date pub-type="collection">
        <year>2024</year>
      </pub-date>
      <pub-date pub-type="epub">
        <day>26</day>
        <month>3</month>
        <year>2024</year>
      </pub-date>
      <volume>26</volume>
      <elocation-id>e55351</elocation-id>
      <history>
        <date date-type="received">
          <day>10</day>
          <month>12</month>
          <year>2023</year>
        </date>
        <date date-type="rev-request">
          <day>24</day>
          <month>1</month>
          <year>2024</year>
        </date>
        <date date-type="rev-recd">
          <day>30</day>
          <month>1</month>
          <year>2024</year>
        </date>
        <date date-type="accepted">
          <day>13</day>
          <month>2</month>
          <year>2024</year>
        </date>
      </history>
      <copyright-statement>©Corey H Basch, Grace C Hillyer, Charles E Basch. Originally published in the Journal of Medical Internet Research (https://www.jmir.org), 26.03.2024.</copyright-statement>
      <copyright-year>2024</copyright-year>
      <license license-type="open-access" xlink:href="https://creativecommons.org/licenses/by/4.0/">
        <p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work, first published in the Journal of Medical Internet Research, is properly cited. The complete bibliographic information, a link to the original publication on https://www.jmir.org/, as well as this copyright and license information must be included.</p>
      </license>
      <self-uri xlink:href="https://www.jmir.org/2024/1/e55351" xlink:type="simple"/>
      <abstract>
        <sec sec-type="background">
          <title>Background</title>
          <p>Diabetes is a chronic disease that requires lifelong management and care, affecting around 422 million people worldwide and roughly 37 million in the United States. Patients newly diagnosed with diabetes must work with health care providers to formulate a management plan, including lifestyle modifications and regular office visits, to improve metabolic control, prevent or delay complications, optimize quality of life, and promote well-being.</p>
        </sec>
        <sec sec-type="objective">
          <title>Objective</title>
          <p>Our aim is to investigate one component of system-wide access to timely health care for people with diabetes in New York City (NYC), namely the length of time for someone with newly diagnosed diabetes to obtain an appointment with 3 diabetes care specialists: a cardiologist, an endocrinologist, and an ophthalmologist, respectively.</p>
        </sec>
        <sec sec-type="methods">
          <title>Methods</title>
          <p>We contacted the offices of 3 different kinds of specialists: cardiologists, endocrinologists, and ophthalmologists, by telephone, for this descriptive cross-sectional study, to determine the number of days required to schedule an appointment for a new patient with diabetes. The sampling frame included all specialists affiliated with any private or public hospital in NYC. The number of days to obtain an appointment with each specialist was documented, along with “time on hold” when attempting to schedule an appointment and the presence of online booking capabilities.</p>
        </sec>
        <sec sec-type="results">
          <title>Results</title>
          <p>Of the 1639 unique physicians affiliated with (private and public) hospitals in the 3 subspecialties, 1032 (cardiologists, endocrinologists, and ophthalmologists) were in active practice and did not require a referral. The mean wait time for scheduling an appointment was 36 (SD 36.4; IQR 12-51.5) days for cardiologists; 82 (SD 47; IQR 56-101) days for endocrinologists; and 50.4 (SD 56; IQR 10-72) days for ophthalmologists. The median wait time was 27 days for cardiologists, 72 days for endocrinologists, and 30 days for ophthalmologists. The mean time on hold while attempting to schedule an appointment with these specialists was 2.6 (SD 5.5) minutes for cardiologists, 5.4 (SD 4.3) minutes for endocrinologists, and 3.2 (SD 4.8) minutes for ophthalmologists, respectively. Over 46% (158/341) of cardiologists enabled patients to schedule an appointment on the web, and over 55% (128/228) of endocrinologists enabled patients to schedule an appointment on the web. In contrast, only approximately 25% (117/463) of ophthalmologists offered web-based appointment scheduling options.</p>
        </sec>
        <sec sec-type="conclusions">
          <title>Conclusions</title>
          <p>The results indicate considerable variation in wait times between and within the 3 specialties examined for a new patient in NYC. Given the paucity of research on wait times for newly diagnosed people with diabetes to obtain an appointment with different specialists, this study provides preliminary estimates that can serve as an initial reference. Additional research is needed to document the extent to which wait times are associated with complications and the demographic and socio-economic characteristics of people served by different providers.</p>
        </sec>
      </abstract>
      <kwd-group>
        <kwd>appointment scheduling</kwd>
        <kwd>cardiologists</kwd>
        <kwd>chronic disease</kwd>
        <kwd>cross-sectional study</kwd>
        <kwd>diabetes</kwd>
        <kwd>endocrinologists</kwd>
        <kwd>healthcare utilization</kwd>
        <kwd>lifestyle modification</kwd>
        <kwd>management plan</kwd>
        <kwd>metabolic control</kwd>
        <kwd>online booking</kwd>
        <kwd>ophthalmologists</kwd>
        <kwd>prevention</kwd>
        <kwd>quality of life</kwd>
        <kwd>scheduling appointments</kwd>
        <kwd>scheduling</kwd>
        <kwd>specialist</kwd>
        <kwd>timeliness</kwd>
        <kwd>United States</kwd>
        <kwd>wait time</kwd>
        <kwd>well-being</kwd>
      </kwd-group>
    </article-meta>
  </front>
  <body>
    <sec sec-type="introduction">
      <title>Introduction</title>
      <p>Diabetes is a chronic disease that requires lifelong management and care, affecting around 422 million people worldwide [<xref ref-type="bibr" rid="ref1">1</xref>] and roughly 37 million in the United States (1 in 10 Americans) [<xref ref-type="bibr" rid="ref2">2</xref>]. The 3 main kinds of diabetes are type 1, an autoimmune disease in which the body stops producing insulin; type 2, where the body stops using insulin well and can no longer regulate normal glucose levels; and gestational diabetes, which occurs during pregnancy. In the United States, approximately 90%-95% of people affected have type 2 diabetes [<xref ref-type="bibr" rid="ref2">2</xref>], which is the most expensive chronic condition [<xref ref-type="bibr" rid="ref3">3</xref>], costing an estimated US $327 billion in 2017.</p>
      <p>Patients newly diagnosed with diabetes must work with health care providers to formulate a management plan, including lifestyle modifications and regular office visits, to improve metabolic control and associated long-term disease outcomes, prevent or delay complications, optimize quality of life, and promote well-being. In addition to attaining stable metabolic control through lifestyle changes, diabetes self-care clinical management also includes weight management and cardiovascular and retinopathy risk monitoring [<xref ref-type="bibr" rid="ref4">4</xref>]. According to the Standards of Care in Diabetes 2023, treatment decisions must be timely, include social support, and be formulated collaboratively between patients and their health care providers, with consideration of the individual’s preferences, prognoses, comorbidities, and financial factors [<xref ref-type="bibr" rid="ref5">5</xref>]. Defined as “the system’s capacity to provide care quickly after a need is recognized [<xref ref-type="bibr" rid="ref6">6</xref>], timeliness in health care is associated with insurance type [<xref ref-type="bibr" rid="ref7">7</xref>,<xref ref-type="bibr" rid="ref8">8</xref>] and a lack thereof has been shown to delay treatment initiation [<xref ref-type="bibr" rid="ref7">7</xref>,<xref ref-type="bibr" rid="ref9">9</xref>,<xref ref-type="bibr" rid="ref10">10</xref>].</p>
      <p>Therapeutic inertia, or “lack of timely adjustment to therapy when a patient’s treatment goals are not met” [<xref ref-type="bibr" rid="ref11">11</xref>], can be dire, yet research demonstrates it remains prevalent in Western countries [<xref ref-type="bibr" rid="ref12">12</xref>]. Delays in treatment are known to cause more severe complications [<xref ref-type="bibr" rid="ref13">13</xref>-<xref ref-type="bibr" rid="ref16">16</xref>], including hypertension and cardiovascular disease, nonperipheral and peripheral retinopathy, nephropathy, and peripheral vascular diseases [<xref ref-type="bibr" rid="ref10">10</xref>,<xref ref-type="bibr" rid="ref17">17</xref>]. Unintentional delays in diagnosis further complicate screening and treatment and are medically damaging [<xref ref-type="bibr" rid="ref18">18</xref>].</p>
      <p>Timely care begins with initial appointments at the time of diagnosis. There are gaps between high-quality health care and what patients actually receive, and more timely care is one of several key focal points for improvement [<xref ref-type="bibr" rid="ref4">4</xref>]. Overcoming population-wide delays in assessment, monitoring, and treatment is complex and involves interactions among patients, health care providers, and the health care system [<xref ref-type="bibr" rid="ref19">19</xref>,<xref ref-type="bibr" rid="ref20">20</xref>]. Effective interventions to decrease hyperglycemia and improve glycemic control remain a major challenge [<xref ref-type="bibr" rid="ref21">21</xref>-<xref ref-type="bibr" rid="ref23">23</xref>]. Therefore, researchers suggest that monitoring systems that provide a holistic view of the quality of care are necessary to combat this issue [<xref ref-type="bibr" rid="ref20">20</xref>].</p>
      <p>The purpose of this study was to investigate one component of system-wide access to timely health care for people with diabetes in New York City (NYC), namely the length of time for someone with newly diagnosed diabetes to obtain an appointment with 3 diabetes care specialists: a cardiologist, an endocrinologist, and an ophthalmologist, respectively. As type 1 and type 2 diabetes require similar specialist management, we do not differentiate between the types but refer to diabetes as a single entity for the purposes of this study. The sampling frame included all specialists affiliated with any private or public hospital in NYC in 2022. We documented the number of days to obtain an appointment with each specialist. Secondary objectives were to describe “time on hold” when attempting to schedule an appointment and the presence of web-based booking capabilities.</p>
    </sec>
    <sec sec-type="methods">
      <title>Methods</title>
      <sec>
        <title>Design</title>
        <p>The design of this study was cross-sectional, and the study was limited to a descriptive analysis.</p>
      </sec>
      <sec>
        <title>Study Setting</title>
        <p>The offices of three different kinds of specialists—cardiologists, endocrinologists, and ophthalmologists—in NYC were contacted by telephone to determine the number of days required to schedule an appointment for a new patient with diabetes.</p>
      </sec>
      <sec>
        <title>Sampling, Eligibility Criteria, and Data Collection</title>
        <p>The sample frame was cardiologists, endocrinologists, and ophthalmologists, listed on the websites of all accredited private or public hospitals in NYC in the fall of 2022.</p>
        <p>Each website was reviewed, and contact information for each provider was excerpted into a separate file. Each office telephone number listed on the website was called to determine the following information: whether the physician was accepting new patients, type of insurance accepted (private, public, and none), and number of days for a person with newly diagnosed diabetes to obtain an appointment.</p>
        <p>Exclusion criteria included physicians who were not accepting new patients, no longer worked at the hospital, those who only saw specific types of patients (eg, pediatrics), and those who did not have a working phone number. Furthermore, when a doctor was listed at multiple locations, a random number generator was used to randomly select only one office to include. Time on hold while scheduling appointments and availability of web-based booking (“ZocDoc” or the hospital website) were noted, as well as the type of insurance accepted by providers (Medicaid, commercial, or none).</p>
      </sec>
      <sec>
        <title>Statistical Analysis</title>
        <p>Of the 1639 unique physicians affiliated with (private and public) hospitals in the three subspecialties, a total of 1032 (341 of 670 cardiologists, 228 of 315 endocrinologists, and 463 of 654 ophthalmologists) were in active practice and did not require a referral (<xref rid="figure1" ref-type="fig">Figure 1</xref>). For each subspecialty, we determined the mean (SD), IQR, and total range for the continuous variables: the number of days until the first available appointment and the time to reach someone at the office on the telephone to make an appointment. Categorical variables included types of insurance accepted and whether it was possible to schedule an appointment through ZocDoc (a NYC-based web-based appointment booking service) or on the web at the hospital website. All analyses were performed using SPSS (version 28; IBM Corp) [<xref ref-type="bibr" rid="ref21">21</xref>].</p>
        <fig id="figure1" position="float">
          <label>Figure 1</label>
          <caption>
            <p>Diabetes specialists affiliated with New York City (NYC) hospitals.</p>
          </caption>
          <graphic xlink:href="jmir_v26i1e55351_fig1.png" alt-version="no" mimetype="image" position="float" xlink:type="simple"/>
        </fig>
      </sec>
      <sec>
        <title>Ethical Considerations</title>
        <p>This study was approved by the institutional review board at Teachers College, Columbia University (protocol #23-029). This study did not meet the definition of human participant research for the institutional review board at William Paterson University.</p>
      </sec>
    </sec>
    <sec sec-type="results">
      <title>Results</title>
      <p>The mean wait time for scheduling an appointment was 36 (SD 36 days; IQR 12.0-51.5) days for cardiologists; 82 (SD 47; IQR 56.0-101.0) days for endocrinologists; and 50.4 (SD 56; IQR 10.0-72.0) days for ophthalmologists (<xref ref-type="table" rid="table1">Table 1</xref>). The median wait time was 27.0 days for cardiologists, 72.0 days for endocrinologists, and 30.0 days for ophthalmologists. The mean time on hold while attempting to schedule an appointment with these specialists was 2.6 (SD 5.5) minutes for cardiologists, 5.4 (SD 4.3) minutes for endocrinologists, and 3.2 (SD 4.8) minutes for ophthalmologists, respectively (<xref ref-type="table" rid="table1">Table 1</xref>). Over 46% (158/341) of cardiologists enabled patients to schedule an appointment on the web (38/341, 11.1% on ZocDoc and 120/341, 35.2% on their website), and over 56% (128/228) of endocrinologists enabled patients to schedule an appointment on the web (52/228, 22.8% on ZocDoc and 76/228, 33.3% on their website). In contrast, only approximately 25% (117/463) of ophthalmologists offered web-based appointment scheduling options (43/463, 9.3% on ZocDoc and 74/463, 16.0% on their website).</p>
      <table-wrap position="float" id="table1">
        <label>Table 1</label>
        <caption>
          <p>Characteristics of timeliness of care among New York City specialists (N=1032).</p>
        </caption>
        <table width="1000" cellpadding="5" cellspacing="0" border="1" rules="groups" frame="hsides">
          <col width="30"/>
          <col width="370"/>
          <col width="0"/>
          <col width="200"/>
          <col width="0"/>
          <col width="200"/>
          <col width="0"/>
          <col width="200"/>
          <thead>
            <tr valign="top">
              <td colspan="3">
                <break/>
              </td>
              <td colspan="2">Cardiologists (n=341)</td>
              <td colspan="2">Endocrinologists (n=228)</td>
              <td>Ophthalmologists (n=463)</td>
            </tr>
          </thead>
          <tbody>
            <tr valign="top">
              <td colspan="8">
                <bold>Time on hold (minutes)</bold>
              </td>
            </tr>
            <tr valign="top">
              <td>
                <break/>
              </td>
              <td>Mean (SD)</td>
              <td colspan="2">2.6 (5.5)</td>
              <td colspan="2">5.4 (4.3)</td>
              <td colspan="2">3.2 (4.8)</td>
            </tr>
            <tr valign="top">
              <td>
                <break/>
              </td>
              <td>Range</td>
              <td colspan="2">&lt;1-48</td>
              <td colspan="2">&lt;1-24.2</td>
              <td colspan="2">&lt;1-66</td>
            </tr>
            <tr valign="top">
              <td colspan="8">
                <bold>Time until appointment (days)</bold>
              </td>
            </tr>
            <tr valign="top">
              <td>
                <break/>
              </td>
              <td>Mean (SD)</td>
              <td colspan="2">36 (36)</td>
              <td colspan="2">82 (47)</td>
              <td colspan="2">50.4 (56)</td>
            </tr>
            <tr valign="top">
              <td>
                <break/>
              </td>
              <td>Median (IQR)</td>
              <td colspan="2">27.0 (12.0-51.5)</td>
              <td colspan="2">72.0 (56.0-101.0)</td>
              <td colspan="2">30.0 (10.0-72.0)</td>
            </tr>
            <tr valign="top">
              <td colspan="8">
                <bold>Insurance accepted, n (%)</bold>
              </td>
            </tr>
            <tr valign="top">
              <td>
                <break/>
              </td>
              <td>Private only</td>
              <td colspan="2">9 (2.6)</td>
              <td colspan="2">14 (6.1)</td>
              <td colspan="2">5 (1.1)</td>
            </tr>
            <tr valign="top">
              <td>
                <break/>
              </td>
              <td>Private and Medicare</td>
              <td colspan="2">44 (12.9)</td>
              <td colspan="2">79 (34.6)</td>
              <td colspan="2">108 (23.3)</td>
            </tr>
            <tr valign="top">
              <td>
                <break/>
              </td>
              <td>Private, Medicare, and Medicaid</td>
              <td colspan="2">285 (83.6)</td>
              <td colspan="2">131 (57.5)</td>
              <td colspan="2">349 (75.4)</td>
            </tr>
            <tr valign="top">
              <td>
                <break/>
              </td>
              <td>None</td>
              <td colspan="2">3 (0.9)</td>
              <td colspan="2">4 (1.8)</td>
              <td colspan="2">1 (0.2)</td>
            </tr>
            <tr valign="top">
              <td colspan="3">Appointments available on ZocDoc, n (%)</td>
              <td colspan="2">38 (11.1)</td>
              <td colspan="2">52 (22.8)</td>
              <td>43 (9.3)</td>
            </tr>
            <tr valign="top">
              <td colspan="3">Appointments available on website, n (%)</td>
              <td colspan="2">120 (35.2)</td>
              <td colspan="2">76 (33.3)</td>
              <td>74 (16.0)</td>
            </tr>
          </tbody>
        </table>
      </table-wrap>
    </sec>
    <sec sec-type="discussion">
      <title>Discussion</title>
      <sec>
        <title>Principal Results</title>
        <p>The importance of early detection and treatment of macrovascular and microvascular complications caused by diabetes results in considerable personal and societal costs [<xref ref-type="bibr" rid="ref22">22</xref>,<xref ref-type="bibr" rid="ref23">23</xref>]. Living with diabetes requires considerable self-management on a daily basis, as well as scheduling multiple clinical appointments for screening and checkups. Because of the increased risks of macrovascular and microvascular complications, diabetes is the most costly chronic condition in the United States [<xref ref-type="bibr" rid="ref24">24</xref>], with some estimates stating that 25% of all US health care costs are attributed to the disease [<xref ref-type="bibr" rid="ref25">25</xref>]. Timely access to health care and education at an early stage in the natural history of the disease can help people with diabetes learn self-management knowledge and skills and delay the incidence of complications [<xref ref-type="bibr" rid="ref5">5</xref>,<xref ref-type="bibr" rid="ref26">26</xref>]. Surprisingly, we did not identify any published studies in peer-reviewed biomedical journals that documented the time required for a new patient to obtain an appointment with each of the 3 main clinical specialists who care for people with diabetes: cardiologists, endocrinologists, and ophthalmologists.</p>
        <p>The results from this study provide an initial estimate of the wait times required for a new patient to see each of the 3 specialists in NYC. The results indicate considerable variation in wait times both between and within the 3 specialties examined. For example, compared with the mean wait time for a new patient to see a cardiologist, the mean wait time to see an endocrinologist was more than twice as long (36 days vs 82 days), with the mean wait time for seeing an ophthalmologist falling in between (approximately 50 days). The 25% of cardiologists with the shortest wait times were 12 or fewer days, while the 25% with the longest wait times were 51.5 days or longer. For endocrinologists, the 25% with the shortest wait times were 56 or fewer days, while the 25% with the longest wait times were 101 days or longer. The largest IQR in wait times was observed for ophthalmologists; the 25% with the shortest wait times was 10 or fewer days, while the 25% with the longest wait times was 72 days or longer.</p>
        <p>While the concept of surveillance may have a negative connotation from socio-political perspectives, surveillance is one of the main public health strategies used for disease prevention and control. By identifying subgroups within the population at high risk, scarce resources can be directed in an appropriate and efficient way. Disease surveillance, therefore, plays a prominent role in national disease prevention and health promotion efforts, including documentation of causes of death, comorbidity, disability, the use and cost of health care, and a wide range of preventive health behaviors [<xref ref-type="bibr" rid="ref27">27</xref>,<xref ref-type="bibr" rid="ref28">28</xref>]. Nevertheless, we did not identify any published studies in peer-reviewed biomedical literature regarding wait times for medical appointments, a gap in current knowledge this study aimed to address.</p>
      </sec>
      <sec>
        <title>Limitations</title>
        <p>As this was a cross-sectional study, the findings cannot be generalized over time. There were some inaccuracies on the web pages used to construct the sampling frame (including physicians listed who did not provide clinical care or were no longer employed at the respective clinical setting). This in itself is an important finding because it shows the frustration a person with diabetes may face in attempting to schedule an appointment with a provider who is not available. Another limitation is that the data were based on reports from office staff, which may not have been accurate. Nevertheless, this simulates the kinds of information that would have been available to prospective patients calling the respective offices. The doctors included in this study were all affiliated with a hospital in NYC, which provides an incomplete sampling frame of all practices.</p>
      </sec>
      <sec>
        <title>Conclusions</title>
        <p>This study was focused on health care providers addressing cardiology (macrovascular complications), endocrinology (metabolic control), and ophthalmology (microvascular complications causing diabetic retinopathy) [<xref ref-type="bibr" rid="ref29">29</xref>]. These 3 aspects of care influence the natural history of diabetes and its major complications. Endocrine-level control of metabolism is paramount for those with diabetes, as it mediates the progression of disease [<xref ref-type="bibr" rid="ref29">29</xref>]. Poor metabolic control over time causes a wide range of negative clinical consequences [<xref ref-type="bibr" rid="ref29">29</xref>], including increased risk for heart disease and heart failure [<xref ref-type="bibr" rid="ref30">30</xref>], which is the leading cause of death in the United States, as well as increased risk, progression, and severity of diabetic retinopathy, the leading cause of nontraumatic blindness among working age adults [<xref ref-type="bibr" rid="ref30">30</xref>,<xref ref-type="bibr" rid="ref31">31</xref>]. Both cardiovascular disease and diabetic retinopathy can be treated effectively in the early stages; however, once clinical signs and symptoms are apparent, treatment is less effective [<xref ref-type="bibr" rid="ref29">29</xref>,<xref ref-type="bibr" rid="ref30">30</xref>].</p>
        <p>Given the paucity of research on wait times for newly diagnosed people with diabetes to obtain an appointment with different specialists, this study provides preliminary estimates that can serve as an initial reference. The geographic scope of this study was limited to NYC, which has a far greater concentration of clinical specialists than many other geographic areas [<xref ref-type="bibr" rid="ref32">32</xref>]. It is reasonable to expect that wait times may be considerably longer in areas with fewer providers. However, this requires confirmation since providers in some areas may offer remote accessibility. Those with the greatest needs and at the highest risk of experiencing complications from diabetes tend to have the least access to timely health care services [<xref ref-type="bibr" rid="ref33">33</xref>-<xref ref-type="bibr" rid="ref35">35</xref>]. While time spent waiting for an appointment is relevant for everyone in the population, it is especially important for people who require multiple annual appointments [<xref ref-type="bibr" rid="ref36">36</xref>,<xref ref-type="bibr" rid="ref37">37</xref>]. Additional research is needed to document the extent to which wait times are associated with complications and the demographic and socio-economic characteristics of people served by different providers.</p>
      </sec>
    </sec>
  </body>
  <back>
    <app-group/>
    <glossary>
      <title>Abbreviations</title>
      <def-list>
        <def-item>
          <term id="abb1">NYC</term>
          <def>
            <p>New York City</p>
          </def>
        </def-item>
      </def-list>
    </glossary>
    <ack>
      <p>The authors would like to thank Erin Jacques, Allison Kincaid, and Helen Yousaf. This research was funded in part by the William Paterson Center for Research Grant Program.</p>
    </ack>
    <notes>
      <sec>
        <title>Data Availability</title>
        <p>The data sets generated during and analyzed during this study are available upon reasonable request.</p>
      </sec>
    </notes>
    <fn-group>
      <fn fn-type="conflict">
        <p>CHB serves as an Editorial Board Member for JMIR; she did not have a role in the review or editorial process for this article. All other authors declare no conflicts of interest.</p>
      </fn>
    </fn-group>
    <ref-list>
      <ref id="ref1">
        <label>1</label>
        <nlm-citation citation-type="web">
          <article-title>Diabetes</article-title>
          <source>World Health Organization</source>
          <year>2023</year>
          <access-date>2024-02-16</access-date>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://www.who.int/news-room/fact-sheets/detail/diabetes">https://www.who.int/news-room/fact-sheets/detail/diabetes</ext-link>
          </comment>
        </nlm-citation>
      </ref>
      <ref id="ref2">
        <label>2</label>
        <nlm-citation citation-type="web">
          <article-title>What is diabetes?</article-title>
          <source>Centers for Disease Control and Prevention</source>
          <year>2022</year>
          <access-date>2024-02-16</access-date>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://www.cdc.gov/diabetes/basics/diabetes.html">https://www.cdc.gov/diabetes/basics/diabetes.html</ext-link>
          </comment>
        </nlm-citation>
      </ref>
      <ref id="ref3">
        <label>3</label>
        <nlm-citation citation-type="web">
          <article-title>Power of prevention: health and economic benefits of diabetes interventions</article-title>
          <source>Centers for Disease Control and Prevention</source>
          <year>2022</year>
          <access-date>2024-02-16</access-date>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://www.cdc.gov/chronicdisease/programs-impact/pop/diabetes.htm">https://www.cdc.gov/chronicdisease/programs-impact/pop/diabetes.htm</ext-link>
          </comment>
        </nlm-citation>
      </ref>
      <ref id="ref4">
        <label>4</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <collab>American Diabetes Association</collab>
          </person-group>
          <article-title>Standards of medical care in diabetes-2022 abridged for primary care providers</article-title>
          <source>Clin Diabetes</source>
          <year>2022</year>
          <volume>40</volume>
          <issue>1</issue>
          <fpage>10</fpage>
          <lpage>38</lpage>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://europepmc.org/abstract/MED/35221470"/>
          </comment>
          <pub-id pub-id-type="doi">10.2337/cd22-as01</pub-id>
          <pub-id pub-id-type="medline">35221470</pub-id>
          <pub-id pub-id-type="pii">cd22as01.40.1</pub-id>
          <pub-id pub-id-type="pmcid">PMC8865785</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref5">
        <label>5</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>ElSayed</surname>
              <given-names>NA</given-names>
            </name>
            <name name-style="western">
              <surname>Aleppo</surname>
              <given-names>G</given-names>
            </name>
            <name name-style="western">
              <surname>Aroda</surname>
              <given-names>VR</given-names>
            </name>
            <name name-style="western">
              <surname>Bannuru</surname>
              <given-names>RR</given-names>
            </name>
            <name name-style="western">
              <surname>Brown</surname>
              <given-names>FM</given-names>
            </name>
            <name name-style="western">
              <surname>Bruemmer</surname>
              <given-names>D</given-names>
            </name>
            <name name-style="western">
              <surname>Collins</surname>
              <given-names>BS</given-names>
            </name>
            <name name-style="western">
              <surname>Hilliard</surname>
              <given-names>ME</given-names>
            </name>
            <name name-style="western">
              <surname>Isaacs</surname>
              <given-names>D</given-names>
            </name>
            <name name-style="western">
              <surname>Johnson</surname>
              <given-names>EL</given-names>
            </name>
            <name name-style="western">
              <surname>Kahan</surname>
              <given-names>S</given-names>
            </name>
            <name name-style="western">
              <surname>Khunti</surname>
              <given-names>K</given-names>
            </name>
            <name name-style="western">
              <surname>Leon</surname>
              <given-names>J</given-names>
            </name>
            <name name-style="western">
              <surname>Lyons</surname>
              <given-names>SK</given-names>
            </name>
            <name name-style="western">
              <surname>Perry</surname>
              <given-names>ML</given-names>
            </name>
            <name name-style="western">
              <surname>Prahalad</surname>
              <given-names>P</given-names>
            </name>
            <name name-style="western">
              <surname>Pratley</surname>
              <given-names>RE</given-names>
            </name>
            <name name-style="western">
              <surname>Seley</surname>
              <given-names>JJ</given-names>
            </name>
            <name name-style="western">
              <surname>Stanton</surname>
              <given-names>RC</given-names>
            </name>
            <name name-style="western">
              <surname>Gabbay</surname>
              <given-names>RA</given-names>
            </name>
          </person-group>
          <article-title>1. Improving care and promoting health in populations: standards of care in diabetes-2023</article-title>
          <source>Diabetes Care</source>
          <year>2023</year>
          <volume>46</volume>
          <issue>Supple 1</issue>
          <fpage>S10</fpage>
          <lpage>S18</lpage>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://europepmc.org/abstract/MED/36507639"/>
          </comment>
          <pub-id pub-id-type="doi">10.2337/dc23-S001</pub-id>
          <pub-id pub-id-type="medline">36507639</pub-id>
          <pub-id pub-id-type="pii">148045</pub-id>
          <pub-id pub-id-type="pmcid">PMC9810463</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref6">
        <label>6</label>
        <nlm-citation citation-type="web">
          <article-title>Chartbook on access to health care: elements of access to health care: timeliness</article-title>
          <source>Agency for Healthcare Research and Quality</source>
          <year>2018</year>
          <access-date>2024-02-16</access-date>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://www.ahrq.gov/research/findings/nhqrdr/chartbooks/access/elements3.html#:~:text=Timeliness%20in%20health%20care%20is,(Healthy%20People%202020)">https://tinyurl.com/2z5ddtmv</ext-link>
          </comment>
        </nlm-citation>
      </ref>
      <ref id="ref7">
        <label>7</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Oostrom</surname>
              <given-names>T</given-names>
            </name>
            <name name-style="western">
              <surname>Einav</surname>
              <given-names>L</given-names>
            </name>
            <name name-style="western">
              <surname>Finkelstein</surname>
              <given-names>A</given-names>
            </name>
          </person-group>
          <article-title>Outpatient office wait times and quality of care for medicaid patients</article-title>
          <source>Health Aff (Millwood)</source>
          <year>2017</year>
          <volume>36</volume>
          <issue>5</issue>
          <fpage>826</fpage>
          <lpage>832</lpage>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://europepmc.org/abstract/MED/28461348"/>
          </comment>
          <pub-id pub-id-type="doi">10.1377/hlthaff.2016.1478</pub-id>
          <pub-id pub-id-type="medline">28461348</pub-id>
          <pub-id pub-id-type="pii">36/5/826</pub-id>
          <pub-id pub-id-type="pmcid">PMC5812017</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref8">
        <label>8</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Ibrahim</surname>
              <given-names>H</given-names>
            </name>
            <name name-style="western">
              <surname>Harhara</surname>
              <given-names>T</given-names>
            </name>
            <name name-style="western">
              <surname>Athar</surname>
              <given-names>S</given-names>
            </name>
            <name name-style="western">
              <surname>Nair</surname>
              <given-names>SC</given-names>
            </name>
            <name name-style="western">
              <surname>Kamour</surname>
              <given-names>AM</given-names>
            </name>
          </person-group>
          <article-title>Multi-Disciplinary discharge coordination team to overcome discharge barriers and address the risk of delayed discharges</article-title>
          <source>Risk Manag Healthc Policy</source>
          <year>2022</year>
          <volume>15</volume>
          <fpage>141</fpage>
          <lpage>149</lpage>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://europepmc.org/abstract/MED/35140535"/>
          </comment>
          <pub-id pub-id-type="doi">10.2147/RMHP.S347693</pub-id>
          <pub-id pub-id-type="medline">35140535</pub-id>
          <pub-id pub-id-type="pii">347693</pub-id>
          <pub-id pub-id-type="pmcid">PMC8819168</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref9">
        <label>9</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Halpern</surname>
              <given-names>MT</given-names>
            </name>
            <name name-style="western">
              <surname>Holden</surname>
              <given-names>DJ</given-names>
            </name>
          </person-group>
          <article-title>Disparities in timeliness of care for U.S. medicare patients diagnosed with cancer</article-title>
          <source>Curr Oncol</source>
          <year>2012</year>
          <volume>19</volume>
          <issue>6</issue>
          <fpage>e404</fpage>
          <lpage>e413</lpage>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://www.mdpi.com/resolver?pii=conc-19-e404"/>
          </comment>
          <pub-id pub-id-type="doi">10.3747/co.19.1073</pub-id>
          <pub-id pub-id-type="medline">23300364</pub-id>
          <pub-id pub-id-type="pii">conc-19-e404</pub-id>
          <pub-id pub-id-type="pmcid">PMC3503671</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref10">
        <label>10</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <collab>American Diabetes Association Professional Practice Committee</collab>
          </person-group>
          <article-title>10. Cardiovascular disease and risk management: standards of medical care in diabetes-2022</article-title>
          <source>Diabetes Care</source>
          <year>2022</year>
          <volume>45</volume>
          <issue>Suppl 1</issue>
          <fpage>S144</fpage>
          <lpage>S174</lpage>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://diabetesjournals.org/care/article/45/Supplement_1/S144/138910/10-Cardiovascular-Disease-and-Risk-Management"/>
          </comment>
          <pub-id pub-id-type="doi">10.2337/dc22-S010</pub-id>
          <pub-id pub-id-type="medline">34964815</pub-id>
          <pub-id pub-id-type="pii">138910</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref11">
        <label>11</label>
        <nlm-citation citation-type="web">
          <article-title>Overcoming therapeutic inertia</article-title>
          <source>American Diabetes Association</source>
          <year>2023</year>
          <access-date>2024-02-16</access-date>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://www.therapeuticinertia.diabetes.org/">https://www.therapeuticinertia.diabetes.org/</ext-link>
          </comment>
        </nlm-citation>
      </ref>
      <ref id="ref12">
        <label>12</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Khunti</surname>
              <given-names>K</given-names>
            </name>
            <name name-style="western">
              <surname>Gomes</surname>
              <given-names>MB</given-names>
            </name>
            <name name-style="western">
              <surname>Pocock</surname>
              <given-names>S</given-names>
            </name>
            <name name-style="western">
              <surname>Shestakova</surname>
              <given-names>MV</given-names>
            </name>
            <name name-style="western">
              <surname>Pintat</surname>
              <given-names>S</given-names>
            </name>
            <name name-style="western">
              <surname>Fenici</surname>
              <given-names>P</given-names>
            </name>
            <name name-style="western">
              <surname>Hammar</surname>
              <given-names>N</given-names>
            </name>
            <name name-style="western">
              <surname>Medina</surname>
              <given-names>J</given-names>
            </name>
          </person-group>
          <article-title>Therapeutic inertia in the treatment of hyperglycaemia in patients with type 2 diabetes: a systematic review</article-title>
          <source>Diabetes Obes Metab</source>
          <year>2018</year>
          <volume>20</volume>
          <issue>2</issue>
          <fpage>427</fpage>
          <lpage>437</lpage>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://europepmc.org/abstract/MED/28834075"/>
          </comment>
          <pub-id pub-id-type="doi">10.1111/dom.13088</pub-id>
          <pub-id pub-id-type="medline">28834075</pub-id>
          <pub-id pub-id-type="pmcid">PMC5813232</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref13">
        <label>13</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Holman</surname>
              <given-names>RR</given-names>
            </name>
            <name name-style="western">
              <surname>Paul</surname>
              <given-names>SK</given-names>
            </name>
            <name name-style="western">
              <surname>Bethel</surname>
              <given-names>MA</given-names>
            </name>
            <name name-style="western">
              <surname>Matthews</surname>
              <given-names>DR</given-names>
            </name>
            <name name-style="western">
              <surname>Neil</surname>
              <given-names>HAW</given-names>
            </name>
          </person-group>
          <article-title>10-year follow-up of intensive glucose control in type 2 diabetes</article-title>
          <source>N Engl J Med</source>
          <year>2008</year>
          <volume>359</volume>
          <issue>15</issue>
          <fpage>1577</fpage>
          <lpage>1589</lpage>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://core.ac.uk/reader/192749225?utm_source=linkout"/>
          </comment>
          <pub-id pub-id-type="doi">10.1056/NEJMoa0806470</pub-id>
          <pub-id pub-id-type="medline">18784090</pub-id>
          <pub-id pub-id-type="pii">NEJMoa0806470</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref14">
        <label>14</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Shah</surname>
              <given-names>BR</given-names>
            </name>
            <name name-style="western">
              <surname>Hux</surname>
              <given-names>JE</given-names>
            </name>
            <name name-style="western">
              <surname>Laupacis</surname>
              <given-names>A</given-names>
            </name>
            <name name-style="western">
              <surname>Zinman</surname>
              <given-names>B</given-names>
            </name>
            <name name-style="western">
              <surname>van Walraven</surname>
              <given-names>C</given-names>
            </name>
          </person-group>
          <article-title>Clinical inertia in response to inadequate glycemic control: do specialists differ from primary care physicians?</article-title>
          <source>Diabetes Care</source>
          <year>2005</year>
          <volume>28</volume>
          <issue>3</issue>
          <fpage>600</fpage>
          <lpage>606</lpage>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://diabetesjournals.org/care/article/28/3/600/27761/Clinical-Inertia-in-Response-to-Inadequate"/>
          </comment>
          <pub-id pub-id-type="doi">10.2337/diacare.28.3.600</pub-id>
          <pub-id pub-id-type="medline">15735195</pub-id>
          <pub-id pub-id-type="pii">28/3/600</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref15">
        <label>15</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Fu</surname>
              <given-names>AZ</given-names>
            </name>
            <name name-style="western">
              <surname>Qiu</surname>
              <given-names>Y</given-names>
            </name>
            <name name-style="western">
              <surname>Davies</surname>
              <given-names>MJ</given-names>
            </name>
            <name name-style="western">
              <surname>Radican</surname>
              <given-names>L</given-names>
            </name>
            <name name-style="western">
              <surname>Engel</surname>
              <given-names>SS</given-names>
            </name>
          </person-group>
          <article-title>Treatment intensification in patients with type 2 diabetes who failed metformin monotherapy</article-title>
          <source>Diabetes Obes Metab</source>
          <year>2011</year>
          <volume>13</volume>
          <issue>8</issue>
          <fpage>765</fpage>
          <lpage>769</lpage>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://dom-pubs.onlinelibrary.wiley.com/doi/10.1111/j.1463-1326.2011.01405.x"/>
          </comment>
          <pub-id pub-id-type="doi">10.1111/j.1463-1326.2011.01405.x</pub-id>
          <pub-id pub-id-type="medline">21457427</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref16">
        <label>16</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Khunti</surname>
              <given-names>K</given-names>
            </name>
            <name name-style="western">
              <surname>Damci</surname>
              <given-names>T</given-names>
            </name>
            <name name-style="western">
              <surname>Meneghini</surname>
              <given-names>L</given-names>
            </name>
            <name name-style="western">
              <surname>Pan</surname>
              <given-names>CY</given-names>
            </name>
            <name name-style="western">
              <surname>Yale</surname>
              <given-names>JF</given-names>
            </name>
          </person-group>
          <article-title>Study of once daily levemir (SOLVE): insights into the timing of insulin initiation in people with poorly controlled type 2 diabetes in routine clinical practice</article-title>
          <source>Diabetes Obes Metab</source>
          <year>2012</year>
          <volume>14</volume>
          <issue>7</issue>
          <fpage>654</fpage>
          <lpage>661</lpage>
          <pub-id pub-id-type="doi">10.1111/j.1463-1326.2012.01602.x</pub-id>
          <pub-id pub-id-type="medline">22443213</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref17">
        <label>17</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Stratton</surname>
              <given-names>IM</given-names>
            </name>
            <name name-style="western">
              <surname>Adler</surname>
              <given-names>AI</given-names>
            </name>
            <name name-style="western">
              <surname>Neil</surname>
              <given-names>HA</given-names>
            </name>
            <name name-style="western">
              <surname>Matthews</surname>
              <given-names>DR</given-names>
            </name>
            <name name-style="western">
              <surname>Manley</surname>
              <given-names>SE</given-names>
            </name>
            <name name-style="western">
              <surname>Cull</surname>
              <given-names>CA</given-names>
            </name>
            <name name-style="western">
              <surname>Hadden</surname>
              <given-names>D</given-names>
            </name>
            <name name-style="western">
              <surname>Turner</surname>
              <given-names>RC</given-names>
            </name>
            <name name-style="western">
              <surname>Holman</surname>
              <given-names>RR</given-names>
            </name>
          </person-group>
          <article-title>Association of glycaemia with macrovascular and microvascular complications of type 2 diabetes (UKPDS 35): prospective observational study</article-title>
          <source>BMJ</source>
          <year>2000</year>
          <volume>321</volume>
          <issue>7258</issue>
          <fpage>405</fpage>
          <lpage>412</lpage>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://europepmc.org/abstract/MED/10938048"/>
          </comment>
          <pub-id pub-id-type="doi">10.1136/bmj.321.7258.405</pub-id>
          <pub-id pub-id-type="medline">10938048</pub-id>
          <pub-id pub-id-type="pmcid">PMC27454</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref18">
        <label>18</label>
        <nlm-citation citation-type="web">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Institute</surname>
              <given-names>FHI</given-names>
            </name>
          </person-group>
          <article-title>Improvement stories: across the chasm aim #4: health care should be timely</article-title>
          <source>Institute for Healthcare Improvement</source>
          <year>2023</year>
          <access-date>2024-02-16</access-date>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://www.ihi.org/resources/Pages/ImprovementStories/AcrossTheChasmAim4HealthCareShouldBeTimely.aspx">https://tinyurl.com/yjw7fpur</ext-link>
          </comment>
        </nlm-citation>
      </ref>
      <ref id="ref19">
        <label>19</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Allen</surname>
              <given-names>JD</given-names>
            </name>
            <name name-style="western">
              <surname>Curtiss</surname>
              <given-names>FR</given-names>
            </name>
            <name name-style="western">
              <surname>Fairman</surname>
              <given-names>KA</given-names>
            </name>
          </person-group>
          <article-title>Nonadherence, clinical inertia, or therapeutic inertia?</article-title>
          <source>J Manag Care Pharm</source>
          <year>2009</year>
          <volume>15</volume>
          <issue>8</issue>
          <fpage>690</fpage>
          <lpage>695</lpage>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://europepmc.org/abstract/MED/19803559"/>
          </comment>
          <pub-id pub-id-type="doi">10.18553/jmcp.2009.15.8.690</pub-id>
          <pub-id pub-id-type="medline">19803559</pub-id>
          <pub-id pub-id-type="pii">2009(15)8: 690-695</pub-id>
          <pub-id pub-id-type="pmcid">PMC10437577</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref20">
        <label>20</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Andreozzi</surname>
              <given-names>F</given-names>
            </name>
            <name name-style="western">
              <surname>Candido</surname>
              <given-names>R</given-names>
            </name>
            <name name-style="western">
              <surname>Corrao</surname>
              <given-names>S</given-names>
            </name>
            <name name-style="western">
              <surname>Fornengo</surname>
              <given-names>R</given-names>
            </name>
            <name name-style="western">
              <surname>Giancaterini</surname>
              <given-names>A</given-names>
            </name>
            <name name-style="western">
              <surname>Ponzani</surname>
              <given-names>P</given-names>
            </name>
            <name name-style="western">
              <surname>Ponziani</surname>
              <given-names>MC</given-names>
            </name>
            <name name-style="western">
              <surname>Tuccinardi</surname>
              <given-names>F</given-names>
            </name>
            <name name-style="western">
              <surname>Mannino</surname>
              <given-names>D</given-names>
            </name>
          </person-group>
          <article-title>Clinical inertia is the enemy of therapeutic success in the management of diabetes and its complications: a narrative literature review</article-title>
          <source>Diabetol Metab Syndr</source>
          <year>2020</year>
          <volume>12</volume>
          <fpage>52</fpage>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://dmsjournal.biomedcentral.com/articles/10.1186/s13098-020-00559-7"/>
          </comment>
          <pub-id pub-id-type="doi">10.1186/s13098-020-00559-7</pub-id>
          <pub-id pub-id-type="medline">32565924</pub-id>
          <pub-id pub-id-type="pii">559</pub-id>
          <pub-id pub-id-type="pmcid">PMC7301473</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref21">
        <label>21</label>
        <nlm-citation citation-type="web">
          <article-title>IBM SPSS statistics for windows, version 28.0</article-title>
          <source>IBM Corp</source>
          <access-date>2024-02-16</access-date>
          <publisher-loc>Armonk, NY</publisher-loc>
          <publisher-name>IBM Corp</publisher-name>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://www.ibm.com/docs/en/SSLVMB_28.0.0/pdf/IBM_SPSS_Statistics_Server_for_Windows_Installation_Instruction.pdf">https://tinyurl.com/4pu9yrsv</ext-link>
          </comment>
        </nlm-citation>
      </ref>
      <ref id="ref22">
        <label>22</label>
        <nlm-citation citation-type="web">
          <article-title>Diabetes complications are costly in older adults</article-title>
          <source>Centers for Disease Control and Prevention</source>
          <year>2022</year>
          <access-date>2024-02-16</access-date>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://www.cdc.gov/diabetes/resources-publications/research-summaries/diabetes-complications-costly.html#:~:text=Diabetes%20is%20the%20most%20expensive,%2437%20billion%20in%20this%20population">https://tinyurl.com/2cp6sne7</ext-link>
          </comment>
        </nlm-citation>
      </ref>
      <ref id="ref23">
        <label>23</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <collab>GBD 2017 Disease and Injury Incidence and Prevalence Collaborators</collab>
          </person-group>
          <article-title>Global, regional, and national incidence, prevalence, and years lived with disability for 354 diseases and injuries for 195 countries and territories, 1990-2017: a systematic analysis for the global burden of disease study 2017</article-title>
          <source>Lancet</source>
          <year>2018</year>
          <volume>392</volume>
          <issue>10159</issue>
          <fpage>1789</fpage>
          <lpage>1858</lpage>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://www.thelancet.com/journals/lancet/article/PIIS0140-6736(18)32279-7/fulltext#"/>
          </comment>
          <pub-id pub-id-type="doi">10.1016/S0140-6736(18)32279-7</pub-id>
          <pub-id pub-id-type="medline">30496104</pub-id>
          <pub-id pub-id-type="pii">S0140-6736(18)32279-7</pub-id>
          <pub-id pub-id-type="pmcid">PMC6227754</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref24">
        <label>24</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Dieleman</surname>
              <given-names>JL</given-names>
            </name>
            <name name-style="western">
              <surname>Baral</surname>
              <given-names>R</given-names>
            </name>
            <name name-style="western">
              <surname>Birger</surname>
              <given-names>M</given-names>
            </name>
            <name name-style="western">
              <surname>Bui</surname>
              <given-names>AL</given-names>
            </name>
            <name name-style="western">
              <surname>Bulchis</surname>
              <given-names>A</given-names>
            </name>
            <name name-style="western">
              <surname>Chapin</surname>
              <given-names>A</given-names>
            </name>
            <name name-style="western">
              <surname>Hamavid</surname>
              <given-names>H</given-names>
            </name>
            <name name-style="western">
              <surname>Horst</surname>
              <given-names>C</given-names>
            </name>
            <name name-style="western">
              <surname>Johnson</surname>
              <given-names>EK</given-names>
            </name>
            <name name-style="western">
              <surname>Joseph</surname>
              <given-names>J</given-names>
            </name>
            <name name-style="western">
              <surname>Lavado</surname>
              <given-names>R</given-names>
            </name>
            <name name-style="western">
              <surname>Lomsadze</surname>
              <given-names>L</given-names>
            </name>
            <name name-style="western">
              <surname>Reynolds</surname>
              <given-names>A</given-names>
            </name>
            <name name-style="western">
              <surname>Squires</surname>
              <given-names>E</given-names>
            </name>
            <name name-style="western">
              <surname>Campbell</surname>
              <given-names>M</given-names>
            </name>
            <name name-style="western">
              <surname>DeCenso</surname>
              <given-names>B</given-names>
            </name>
            <name name-style="western">
              <surname>Dicker</surname>
              <given-names>D</given-names>
            </name>
            <name name-style="western">
              <surname>Flaxman</surname>
              <given-names>AD</given-names>
            </name>
            <name name-style="western">
              <surname>Gabert</surname>
              <given-names>R</given-names>
            </name>
            <name name-style="western">
              <surname>Highfill</surname>
              <given-names>T</given-names>
            </name>
            <name name-style="western">
              <surname>Naghavi</surname>
              <given-names>M</given-names>
            </name>
            <name name-style="western">
              <surname>Nightingale</surname>
              <given-names>N</given-names>
            </name>
            <name name-style="western">
              <surname>Templin</surname>
              <given-names>T</given-names>
            </name>
            <name name-style="western">
              <surname>Tobias</surname>
              <given-names>MI</given-names>
            </name>
            <name name-style="western">
              <surname>Vos</surname>
              <given-names>T</given-names>
            </name>
            <name name-style="western">
              <surname>Murray</surname>
              <given-names>CJL</given-names>
            </name>
          </person-group>
          <article-title>US spending on personal health care and public health, 1996-2013</article-title>
          <source>JAMA</source>
          <year>2016</year>
          <volume>316</volume>
          <issue>24</issue>
          <fpage>2627</fpage>
          <lpage>2646</lpage>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://europepmc.org/abstract/MED/28027366"/>
          </comment>
          <pub-id pub-id-type="doi">10.1001/jama.2016.16885</pub-id>
          <pub-id pub-id-type="medline">28027366</pub-id>
          <pub-id pub-id-type="pii">2594716</pub-id>
          <pub-id pub-id-type="pmcid">PMC5551483</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref25">
        <label>25</label>
        <nlm-citation citation-type="web">
          <article-title>New American Diabetes Association report finds annual costs of diabetes to be $412.9 billion</article-title>
          <source>American Diabetes Association</source>
          <year>2023</year>
          <access-date>2024-02-16</access-date>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://diabetes.org/newsroom/press-releases/new-american-diabetes-association-report-finds-annual-costs-diabetes-be#:~:text=The%20Economic%20Report%2C%20which%20is,dollars%20spent%20in%20the%20U.S">https://tinyurl.com/ynfz5h7v</ext-link>
          </comment>
        </nlm-citation>
      </ref>
      <ref id="ref26">
        <label>26</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Mendez</surname>
              <given-names>I</given-names>
            </name>
            <name name-style="western">
              <surname>Lundeen</surname>
              <given-names>EA</given-names>
            </name>
            <name name-style="western">
              <surname>Saunders</surname>
              <given-names>M</given-names>
            </name>
            <name name-style="western">
              <surname>Williams</surname>
              <given-names>A</given-names>
            </name>
            <name name-style="western">
              <surname>Saaddine</surname>
              <given-names>J</given-names>
            </name>
            <name name-style="western">
              <surname>Albright</surname>
              <given-names>A</given-names>
            </name>
          </person-group>
          <article-title>Diabetes self-management education and association with diabetes self-care and clinical preventive care practices</article-title>
          <source>Sci Diabetes Self Manag Care</source>
          <year>2022</year>
          <volume>48</volume>
          <issue>1</issue>
          <fpage>23</fpage>
          <lpage>34</lpage>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://journals.sagepub.com/doi/10.1177/26350106211065378"/>
          </comment>
          <pub-id pub-id-type="doi">10.1177/26350106211065378</pub-id>
          <pub-id pub-id-type="medline">35023406</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref27">
        <label>27</label>
        <nlm-citation citation-type="web">
          <article-title>About the national health and nutrition examination survey</article-title>
          <source>Centers for Disease Control and Prevention, National Center for Health Statistics</source>
          <year>2023</year>
          <access-date>2024-02-16</access-date>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://www.cdc.gov/nchs/nhanes/about_nhanes.htm">https://www.cdc.gov/nchs/nhanes/about_nhanes.htm</ext-link>
          </comment>
        </nlm-citation>
      </ref>
      <ref id="ref28">
        <label>28</label>
        <nlm-citation citation-type="web">
          <article-title>About behavioral risk factor surveillance system</article-title>
          <source>Centers for Disease Control Prevention</source>
          <year>2014</year>
          <access-date>2024-02-16</access-date>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://www.cdc.gov/brfss/about/index.htm">https://www.cdc.gov/brfss/about/index.htm</ext-link>
          </comment>
        </nlm-citation>
      </ref>
      <ref id="ref29">
        <label>29</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Fowler</surname>
              <given-names>MJ</given-names>
            </name>
          </person-group>
          <article-title>Microvascular and macrovascular complications of diabetes</article-title>
          <source>Clin Diabetes</source>
          <year>2008</year>
          <volume>26</volume>
          <issue>2</issue>
          <fpage>77</fpage>
          <lpage>82</lpage>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="http://cmbdiabetes.wdfiles.com/local--files/reference/complications_diabetes.pdf"/>
          </comment>
          <pub-id pub-id-type="doi">10.2337/diaclin.26.2.77</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref30">
        <label>30</label>
        <nlm-citation citation-type="web">
          <article-title>Cardiovascular disease and diabetes</article-title>
          <source>American Heart Association</source>
          <year>2022</year>
          <access-date>2024-02-16</access-date>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://www.heart.org/en/health-topics/diabetes/diabetes-complications-and-risks/cardiovascular-disease--diabetes">https://tinyurl.com/bdfdb8n6</ext-link>
          </comment>
        </nlm-citation>
      </ref>
      <ref id="ref31">
        <label>31</label>
        <nlm-citation citation-type="web">
          <article-title>Diabetes and vision loss</article-title>
          <source>Centers for Disease Control and Prevention</source>
          <year>2022</year>
          <access-date>2024-02-16</access-date>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://www.cdc.gov/diabetes/managing/diabetes-vision-loss.html">https://www.cdc.gov/diabetes/managing/diabetes-vision-loss.html</ext-link>
          </comment>
        </nlm-citation>
      </ref>
      <ref id="ref32">
        <label>32</label>
        <nlm-citation citation-type="web">
          <article-title>Number of active physicians in New York in 2023, by specialty area</article-title>
          <source>Statista</source>
          <year>2023</year>
          <access-date>2024-02-16</access-date>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://www.statista.com/statistics/211038/number-of-active-physicians-in-new-york-by-specialty-area/">https://tinyurl.com/3u5hbwkb</ext-link>
          </comment>
        </nlm-citation>
      </ref>
      <ref id="ref33">
        <label>33</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Hsu</surname>
              <given-names>CC</given-names>
            </name>
            <name name-style="western">
              <surname>Lee</surname>
              <given-names>CH</given-names>
            </name>
            <name name-style="western">
              <surname>Wahlqvist</surname>
              <given-names>ML</given-names>
            </name>
            <name name-style="western">
              <surname>Huang</surname>
              <given-names>HL</given-names>
            </name>
            <name name-style="western">
              <surname>Chang</surname>
              <given-names>HY</given-names>
            </name>
            <name name-style="western">
              <surname>Chen</surname>
              <given-names>L</given-names>
            </name>
            <name name-style="western">
              <surname>Shih</surname>
              <given-names>SF</given-names>
            </name>
            <name name-style="western">
              <surname>Shin</surname>
              <given-names>SJ</given-names>
            </name>
            <name name-style="western">
              <surname>Tsai</surname>
              <given-names>WC</given-names>
            </name>
            <name name-style="western">
              <surname>Chen</surname>
              <given-names>T</given-names>
            </name>
            <name name-style="western">
              <surname>Huang</surname>
              <given-names>CT</given-names>
            </name>
            <name name-style="western">
              <surname>Cheng</surname>
              <given-names>JS</given-names>
            </name>
          </person-group>
          <article-title>Poverty increases type 2 diabetes incidence and inequality of care despite universal health coverage</article-title>
          <source>Diabetes Care</source>
          <year>2012</year>
          <volume>35</volume>
          <issue>11</issue>
          <fpage>2286</fpage>
          <lpage>2292</lpage>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://europepmc.org/abstract/MED/22912425"/>
          </comment>
          <pub-id pub-id-type="doi">10.2337/dc11-2052</pub-id>
          <pub-id pub-id-type="medline">22912425</pub-id>
          <pub-id pub-id-type="pii">dc11-2052</pub-id>
          <pub-id pub-id-type="pmcid">PMC3476930</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref34">
        <label>34</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Hill-Briggs</surname>
              <given-names>F</given-names>
            </name>
            <name name-style="western">
              <surname>Adler</surname>
              <given-names>NE</given-names>
            </name>
            <name name-style="western">
              <surname>Berkowitz</surname>
              <given-names>SA</given-names>
            </name>
            <name name-style="western">
              <surname>Chin</surname>
              <given-names>MH</given-names>
            </name>
            <name name-style="western">
              <surname>Gary-Webb</surname>
              <given-names>TL</given-names>
            </name>
            <name name-style="western">
              <surname>Navas-Acien</surname>
              <given-names>A</given-names>
            </name>
            <name name-style="western">
              <surname>Thornton</surname>
              <given-names>PL</given-names>
            </name>
            <name name-style="western">
              <surname>Haire-Joshu</surname>
              <given-names>D</given-names>
            </name>
          </person-group>
          <article-title>Social determinants of health and diabetes: a scientific review</article-title>
          <source>Diabetes Care</source>
          <year>2020</year>
          <volume>44</volume>
          <issue>1</issue>
          <fpage>258</fpage>
          <lpage>279</lpage>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://europepmc.org/abstract/MED/33139407"/>
          </comment>
          <pub-id pub-id-type="doi">10.2337/dci20-0053</pub-id>
          <pub-id pub-id-type="medline">33139407</pub-id>
          <pub-id pub-id-type="pii">dci20-0053</pub-id>
          <pub-id pub-id-type="pmcid">PMC7783927</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref35">
        <label>35</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Zhang</surname>
              <given-names>X</given-names>
            </name>
            <name name-style="western">
              <surname>Bullard</surname>
              <given-names>KM</given-names>
            </name>
            <name name-style="western">
              <surname>Gregg</surname>
              <given-names>EW</given-names>
            </name>
            <name name-style="western">
              <surname>Beckles</surname>
              <given-names>GL</given-names>
            </name>
            <name name-style="western">
              <surname>Williams</surname>
              <given-names>DE</given-names>
            </name>
            <name name-style="western">
              <surname>Barker</surname>
              <given-names>LE</given-names>
            </name>
            <name name-style="western">
              <surname>Albright</surname>
              <given-names>AL</given-names>
            </name>
            <name name-style="western">
              <surname>Imperatore</surname>
              <given-names>G</given-names>
            </name>
          </person-group>
          <article-title>Access to health care and control of ABCs of diabetes</article-title>
          <source>Diabetes Care</source>
          <year>2012</year>
          <volume>35</volume>
          <issue>7</issue>
          <fpage>1566</fpage>
          <lpage>1571</lpage>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://europepmc.org/abstract/MED/22522664"/>
          </comment>
          <pub-id pub-id-type="doi">10.2337/dc12-0081</pub-id>
          <pub-id pub-id-type="medline">22522664</pub-id>
          <pub-id pub-id-type="pii">dc12-0081</pub-id>
          <pub-id pub-id-type="pmcid">PMC3379598</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref36">
        <label>36</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Pizer</surname>
              <given-names>SD</given-names>
            </name>
            <name name-style="western">
              <surname>Prentice</surname>
              <given-names>JC</given-names>
            </name>
          </person-group>
          <article-title>What are the consequences of waiting for health care in the veteran population?</article-title>
          <source>J Gen Intern Med</source>
          <year>2011</year>
          <volume>26</volume>
          <issue>Suppl 2</issue>
          <fpage>676</fpage>
          <lpage>682</lpage>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://link.springer.com/article/10.1007/s11606-011-1819-1"/>
          </comment>
          <pub-id pub-id-type="doi">10.1007/s11606-011-1819-1</pub-id>
          <pub-id pub-id-type="medline">21989621</pub-id>
          <pub-id pub-id-type="pmcid">PMC3191224</pub-id>
        </nlm-citation>
      </ref>
      <ref id="ref37">
        <label>37</label>
        <nlm-citation citation-type="journal">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Prentice</surname>
              <given-names>JC</given-names>
            </name>
            <name name-style="western">
              <surname>Pizer</surname>
              <given-names>SD</given-names>
            </name>
          </person-group>
          <article-title>Delayed access to health care and mortality</article-title>
          <source>Health Serv Res</source>
          <year>2007</year>
          <volume>42</volume>
          <issue>2</issue>
          <fpage>644</fpage>
          <lpage>662</lpage>
          <comment>
            <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://europepmc.org/abstract/MED/17362211"/>
          </comment>
          <pub-id pub-id-type="doi">10.1111/j.1475-6773.2006.00626.x</pub-id>
          <pub-id pub-id-type="medline">17362211</pub-id>
          <pub-id pub-id-type="pii">HESR626</pub-id>
          <pub-id pub-id-type="pmcid">PMC1955366</pub-id>
        </nlm-citation>
      </ref>
    </ref-list>
  </back>
</article>
