<?xml version="1.0" encoding="UTF-8"?><!DOCTYPE article PUBLIC "-//NLM//DTD Journal Publishing DTD v2.0 20040830//EN" "journalpublishing.dtd"><article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" dtd-version="2.0" xml:lang="en" article-type="research-article"><front><journal-meta><journal-id journal-id-type="nlm-ta">JMIRx Med</journal-id><journal-id journal-id-type="publisher-id">xmed</journal-id><journal-id journal-id-type="index">34</journal-id><journal-title>JMIRx Med</journal-title><abbrev-journal-title>JMIRx Med</abbrev-journal-title><issn pub-type="epub">2563-6316</issn></journal-meta><article-meta><article-id pub-id-type="publisher-id">44381</article-id><article-id pub-id-type="doi">10.2196/44381</article-id><title-group><article-title>Eye Care Service Use and Associated Health-Seeking Behaviors Among Malawian Adults: Secondary Analysis of the Malawi Fifth Integrated Household Survey 2019-2020</article-title></title-group><contrib-group><contrib contrib-type="author" corresp="yes"><name name-style="western"><surname>Mzumara</surname><given-names>Thokozani</given-names></name><degrees>MSc</degrees><xref ref-type="aff" rid="aff1">1</xref><xref ref-type="aff" rid="aff2">2</xref><xref ref-type="aff" rid="aff3">3</xref></contrib><contrib contrib-type="author"><name name-style="western"><surname>Kantaris</surname><given-names>Marios</given-names></name><degrees>PhD</degrees><xref ref-type="aff" rid="aff3">3</xref><xref ref-type="aff" rid="aff4">4</xref></contrib><contrib contrib-type="author"><name name-style="western"><surname>Afonne</surname><given-names>Joseph</given-names></name><degrees>OD</degrees><xref ref-type="aff" rid="aff1">1</xref></contrib></contrib-group><aff id="aff1"><institution>Department of Optometry, Mzuzu University</institution>, <addr-line>Mzuzu</addr-line>, <country>Malawi</country></aff><aff id="aff2"><institution>Department of Ophthalmology, Mzimba North District Hospital, Ministry of Health</institution>, <addr-line>Mzuzu</addr-line>, <country>Malawi</country></aff><aff id="aff3"><institution>Unicaf University</institution>, <addr-line>Lusaka</addr-line>, <country>Zambia</country></aff><aff id="aff4"><institution>Health Services and Social Policy Research Centre</institution>, <addr-line>Nicosia</addr-line>, <country>Cyprus</country></aff><contrib-group><contrib contrib-type="editor"><name name-style="western"><surname>Meinert</surname><given-names>Edward</given-names></name></contrib></contrib-group><contrib-group><contrib contrib-type="reviewer"><name name-style="western"><surname>Anonymous</surname><given-names/></name></contrib><contrib contrib-type="reviewer"><name name-style="western"><surname>Anonymous</surname><given-names/></name></contrib></contrib-group><author-notes><corresp>Correspondence to Thokozani Mzumara, MSc<email>mzumarathokozani@gmail.com</email></corresp></author-notes><pub-date pub-type="collection"><year>2024</year></pub-date><pub-date pub-type="epub"><day>9</day><month>4</month><year>2024</year></pub-date><volume>5</volume><elocation-id>e44381</elocation-id><history><date date-type="received"><day>17</day><month>11</month><year>2022</year></date><date date-type="rev-recd"><day>07</day><month>01</month><year>2024</year></date><date date-type="accepted"><day>19</day><month>02</month><year>2024</year></date></history><copyright-statement>&#x00A9; Thokozani Mzumara, Marios Kantaris, Joseph Afonne. Originally published in JMIRx Med (<ext-link ext-link-type="uri" xlink:href="https://med.jmirx.org">https://med.jmirx.org</ext-link>), 9.4.2024. </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 (<ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/licenses/by/4.0/">https://creativecommons.org/licenses/by/4.0/</ext-link>), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work, first published in JMIRx Med, is properly cited. The complete bibliographic information, a link to the original publication on <ext-link ext-link-type="uri" xlink:href="https://med.jmirx.org/">https://med.jmirx.org/</ext-link>, as well as this copyright and license information must be included.</p></license><self-uri xlink:type="simple" xlink:href="https://xmed.jmir.org/2024/1/e44381"/><related-article related-article-type="companion" ext-link-type="doi" xlink:href="10.2196/preprints.44381" xlink:title="Preprint (JMIR Preprints)" xlink:type="simple">http://preprints.jmir.org/preprint/44381</related-article><related-article related-article-type="companion" ext-link-type="doi" xlink:href="10.2196/58361" xlink:title="Peer-Review Report by Anonymous" xlink:type="simple">https://med.jmirx.org/2024/1/e58361</related-article><related-article related-article-type="companion" ext-link-type="doi" xlink:href="10.2196/57935" xlink:title="Peer-Review Report by Anonymous" xlink:type="simple">https://med.jmirx.org/2024/1/e57935</related-article><related-article related-article-type="companion" ext-link-type="doi" xlink:href="10.2196/57620" xlink:title="Authors&#x2019; Response to Peer-Review Reports" xlink:type="simple">https://med.jmirx.org/2024/1/e57620</related-article><abstract><sec><title>Background</title><p>The use of eye care services varies among different population groups.</p></sec><sec><title>Objective</title><p>This study aimed to assess self-reported eye care use (ECU) and associated demographic factors among Malawian adults.</p></sec><sec sec-type="methods"><title>Methods</title><p>This study used secondary data from the Malawi Fifth Integrated Household Survey 2019-2020, a nationally representative survey. The study included 12,288 households and 27,336 individuals 15 years and older. We entered age, sex, level of education, residency (urban/rural), and chronic disease into a logistic regression model, and used a confusion matrix to predict the model&#x2019;s accuracy. A <italic>P</italic> value &#x003C;.05 was considered statistically significant.</p></sec><sec sec-type="results"><title>Results</title><p>About 60.6% (95% CI 60.0%-61.2%) of those with eye problems accessed formal care 2 weeks before the survey date. A logistic regression model showed that ECU was positively associated with education compared to none (odds ratio [OR] 6.6, 95% CI 5.927-7.366; <italic>P</italic>&#x003C;.001), males compared to females (OR 1.2, 95% CI 1.104-1.290; <italic>P</italic>&#x003C;.001), and urban residence compared to rural (OR 1.2, 95% CI 1.118-1.375; <italic>P</italic>&#x003C;.001). ECU was negatively associated with age (OR 7, 95% CI 6.782-8.476; <italic>P</italic>&#x003C;.001) and having chronic diseases (OR 0.6, 95% CI 0.547-0.708; <italic>P</italic>&#x003C;.001).</p></sec><sec sec-type="conclusions"><title>Conclusions</title><p>Social support, women empowerment, education, and mobile clinics are key strategic areas that would increase access to eye care in Malawi. Further studies can investigate ECU among the pediatric population.</p></sec></abstract><kwd-group><kwd>access to health</kwd><kwd>health service utilization</kwd><kwd>eye care use</kwd><kwd>health-seeking behavior</kwd><kwd>sociodemographic determinant</kwd><kwd>visual impairment</kwd><kwd>social support</kwd><kwd>women empowerment</kwd><kwd>education</kwd><kwd>eye care</kwd><kwd>pediatric</kwd><kwd>eye</kwd><kwd>ophthalmology</kwd><kwd>visual</kwd><kwd>ECU</kwd><kwd>eye service</kwd><kwd>utilization</kwd><kwd>Malawi</kwd><kwd>empowerment</kwd><kwd>health service use</kwd><kwd>use</kwd></kwd-group></article-meta></front><body><sec id="s1" sec-type="intro"><title>Introduction</title><p>Life, health, and sustainable development depend on good ocular health, yet many people cannot afford the eye care they need, which can result in blindness or visual impairment [<xref ref-type="bibr" rid="ref1">1</xref>,<xref ref-type="bibr" rid="ref2">2</xref>]. Approximately, 90% of the 596 million individuals with visual impairments globally in 2020 lived in low-income nations [<xref ref-type="bibr" rid="ref3">3</xref>,<xref ref-type="bibr" rid="ref4">4</xref>]. Access, eye care use (ECU), and poverty are all directly correlated with the prevalence of visual impairment [<xref ref-type="bibr" rid="ref2">2</xref>]. According to the literature [<xref ref-type="bibr" rid="ref5">5</xref>], poverty is a direct cause and effect of blindness. It affects impoverished communities in certain ways and prevents the poor from accessing eye care services because the associated expenses are too high. Socioeconomic variables including education and ethnicity are to blame for disparities in health-seeking behavior (HSB), access to services, visual impairment, and blindness [<xref ref-type="bibr" rid="ref5">5</xref>]. Blindness exacerbates poverty, which results in diminished autonomy, position, and authority as well as decreased involvement, social isolation, and stigma. This can extend to other family members, leading to despair and decreased productivity. Beyond a lack of money, poverty also includes a loss of control over one&#x2019;s life; a loss of status, authority, and prestige; fewer possibilities to engage in family- and work-related activities; stigma; and social isolation.</p><p>ECU entails using eye activity for treatment, prevention, and health promotion [<xref ref-type="bibr" rid="ref6">6</xref>-<xref ref-type="bibr" rid="ref8">8</xref>]. Health care use is influenced by sociocultural variables, norms, autonomy, and decision-making. Additionally, human behavior poses a challenge to cost-effective health care solutions [<xref ref-type="bibr" rid="ref9">9</xref>]. HSB is influenced by the health belief model, driven by accessibility to care, perceived severity, susceptibility, and treatment benefits [<xref ref-type="bibr" rid="ref10">10</xref>]. The model distinguishes potential and realized access, with predisposing factors like age, sex, and lifestyle; need factors like ill health; and enabling factors like wealth and proximity to health facilities [<xref ref-type="bibr" rid="ref11">11</xref>]. Nevertheless, HSB is not homogeneous and relies on cognitive and noncognitive contexts [<xref ref-type="bibr" rid="ref10">10</xref>]. The factors affecting HSB are multifaceted; hence, wide variations are common, making it a challenge to health equity and universal eye health.</p><p>Globally, ECU varies from 18% to 83% [<xref ref-type="bibr" rid="ref6">6</xref>] and is characterized by inequalities based on sex, comorbidity, age, and education [<xref ref-type="bibr" rid="ref12">12</xref>]. Furthermore, ECU varies between rural and urban residences [<xref ref-type="bibr" rid="ref12">12</xref>]. Studies have found that visual problems are higher among those less educated and who live in rural areas [<xref ref-type="bibr" rid="ref5">5</xref>]. Numerous studies have looked into the ECU pattern and the risk variables that are linked to it [<xref ref-type="bibr" rid="ref6">6</xref>,<xref ref-type="bibr" rid="ref13">13</xref>-<xref ref-type="bibr" rid="ref18">18</xref>]. This article attempts to evaluate the pattern of ECU among adults in Malawi, concentrating on related demographic parameters, given that ECU varies with context. The study also looks at the decisions made by individuals who have vision issues, including their reasons for not seeking eye care.</p><p>Malawi is among the world&#x2019;s poorest nations [<xref ref-type="bibr" rid="ref19">19</xref>]. According to a recent study, Malawi must first eradicate inequality before poverty can be eliminated [<xref ref-type="bibr" rid="ref20">20</xref>]. The results of this study can help address the systematic exclusion of disadvantaged groups and develop health systems toward universal coverage of eye health through evidence-based programs and policies to increase the use of eye care services. The attainment of universal eye health is hindered by low uptake of eye care, especially in low-income countries where access to care is restricted and patients delay seeking treatment due to financial restrictions, fear, or neglect [<xref ref-type="bibr" rid="ref6">6</xref>,<xref ref-type="bibr" rid="ref10">10</xref>,<xref ref-type="bibr" rid="ref21">21</xref>].</p></sec><sec id="s2" sec-type="methods"><title>Methods</title><sec id="s2-1"><title>Survey</title><p>This quantitative cross-sectional correlation study was conducted as a desk-based review using data obtained from the Malawi Fifth Integrated Health Survey (IHS) 2019-2020 [<xref ref-type="bibr" rid="ref22">22</xref>]. The survey, a living standards measurement study, was implemented between April 2019 to April 2020. The survey used a nationally representative sample and was conducted across districts in Malawi.</p></sec><sec id="s2-2"><title>Sampling Procedure</title><p>The survey used a stratified 2-stage sampling procedure. The sampling frame was based on listing information and cartography from the 2018 Malawi Population and Housing Census [<xref ref-type="bibr" rid="ref22">22</xref>], which included the three major regions, namely, the north, center, and south stratified into rural and urban areas. The urban strata included Lilongwe, Mzuzu, Blantyre, and Zomba&#x2014;as such, the survey considered all other districts to be rural. The study sampled across 32 districts in the nation. The frame excluded populations in institutions such as prisons, hospitals, and military barracks. First, enumeration areas based on the 2018 census were selected within each stratum. Next, households were selected from the EA using systematic sampling. Finally, 12,288 households from 780 enumeration areas were selected with a 93% response rate. The survey interviewed all individuals 15 years and older living in the selected household.</p></sec><sec id="s2-3"><title>Sampling Weights</title><p>The sample estimates from the Fifth IHS were multiplied by sampling weights so that the findings of the study could be extrapolated to the whole population 15 years and older [<xref ref-type="bibr" rid="ref22">22</xref>].</p></sec><sec id="s2-4"><title>Data</title><p>This review extracted age in years, sex (male/female), residence (rural/urban), highest level of education, and sampling weights from the household module of the survey. The age of participants was regrouped into young adults (15-34 years), middle-aged (35-59 years), and older adults (60 years and older). Participants&#x2019; level of education was recoded into five categories, namely, none (no education or do not know), primary (primary school leaving certificate), secondary (including A level), and tertiary (diploma, first degree, master&#x2019;s degree, or PhD). In addition, the paper extracted information on whether the individual had experienced any symptoms for the previous 2 weeks (yes/no), symptom names, action taken to relieve the symptom, and having a chronic illness.</p><p>To determine ECU, we recorded the action taken to relieve the eye symptom as 1 if the individual sought care at a government or private facility including a church/mission facility, village clinic, and pharmacy store. All other options, including self-care and use of stock medicine and other nonorthodox practices, were recoded as 0.</p></sec><sec id="s2-5"><title>Analysis Strategy</title><p>The data were entered into SPSS, version 26 (IBM Corp). We analyzed descriptive statistics including mean and SD, frequency, and proportion. A graphical illustration of the results is presented in tables. Proportional data were analyzed using <italic>&#x03C7;</italic><sup>2</sup>, and we considered a <italic>P</italic> value &#x003C;.05 as significant. The variables were entered into a binary logistic regression model using the entry method to estimate the probability of ECU occurring. The probability cutoff was set at 0.5%&#x2014;probabilities greater than 0.5 were classified as ECU (event occurring); otherwise, they were classified as no ECU (event not occurring). To assess the prediction classification model, the study used the confusion matrix technique and calculated the predictive values accuracy, specificity, and sensitivity of the model/classifier.</p></sec><sec id="s2-6"><title>Ethical Considerations</title><p>The study adhered to the tenets of the Declaration of Helsinki. Explicitly, the IHS survey obtained informed consent from all participants. Nevertheless, the study did not require institutional review because it used deidentified publicly available data. We obtained permission and data sets from the World Bank [<xref ref-type="bibr" rid="ref23">23</xref>]. The study subjects participated freely and were not compensated in any form.</p></sec></sec><sec id="s3" sec-type="results"><title>Results</title><sec id="s3-1"><title>Prevalence of Eye Symptoms 2 Weeks Preceding the Survey</title><p>Of the 27,336 participants recruited, 8014 (29.3%) were males. The mean age of participants was 47.68 (SD 24.39) years. The proportion of participants with symptoms of eye problems 2 weeks before the study was highest among older adults (60 years and older; n=11,155, 40.8%). According to the region, eye symptoms were higher in the south (n=12,378, 45.3%) and lowest in the north (n=3084, 11.3%). The majority (n=23,202, 84.9%) were from rural areas. The majority of participants with eye symptoms were married (n=14,140, 51.7%; <italic>P</italic>&#x003C;.001; <xref ref-type="table" rid="table1">Table 1</xref>).</p><table-wrap id="t1" position="float"><label>Table 1.</label><caption><p>Characteristics of study participants with eye symptoms.</p></caption><table id="table1" frame="hsides" rules="groups"><thead><tr><td align="left" valign="bottom" colspan="2">Characteristics</td><td align="left" valign="bottom">Participants with eye symptoms reported within the past 2 wk (N=27,336), n (%)</td></tr></thead><tbody><tr><td align="left" valign="top" colspan="3"><bold>Sex</bold></td></tr><tr><td align="left" valign="top"/><td align="left" valign="top">Female</td><td align="left" valign="top">19,323 (70.7)</td></tr><tr><td align="left" valign="top"/><td align="left" valign="top">Male</td><td align="left" valign="top">8014 (29.3)</td></tr><tr><td align="left" valign="top" colspan="3"><bold>Age group</bold></td></tr><tr><td align="left" valign="top"/><td align="left" valign="top">Young adults</td><td align="left" valign="top">11,118 (40.7)</td></tr><tr><td align="left" valign="top"/><td align="left" valign="top">Middle-aged</td><td align="left" valign="top">5063 (18.5)</td></tr><tr><td align="left" valign="top"/><td align="left" valign="top">Older adults</td><td align="left" valign="top">11,155 (40.8)</td></tr><tr><td align="left" valign="top" colspan="3"><bold>Region</bold></td></tr><tr><td align="left" valign="top"/><td align="left" valign="top">North</td><td align="left" valign="top">3084 (11.3)</td></tr><tr><td align="left" valign="top"/><td align="left" valign="top">Central</td><td align="left" valign="top">11,874 (43.4)</td></tr><tr><td align="left" valign="top"/><td align="left" valign="top">South</td><td align="left" valign="top">12,378 (45.3)</td></tr><tr><td align="left" valign="top" colspan="3"><bold>Chronic diseases</bold></td></tr><tr><td align="left" valign="top"/><td align="left" valign="top">Yes</td><td align="left" valign="top">2508 (9.2)</td></tr><tr><td align="left" valign="top"/><td align="left" valign="top">No</td><td align="left" valign="top">24,829 (90.8)</td></tr><tr><td align="left" valign="top" colspan="3"><bold>Residence</bold></td></tr><tr><td align="left" valign="top"/><td align="left" valign="top">Urban</td><td align="left" valign="top">4135 (15.1)</td></tr><tr><td align="left" valign="top"/><td align="left" valign="top">Rural</td><td align="left" valign="top">23,301 (84.9)</td></tr><tr><td align="left" valign="top" colspan="3"><bold>Marital status</bold></td></tr><tr><td align="left" valign="top"/><td align="left" valign="top">Married</td><td align="left" valign="top">14,140 (51.7)</td></tr><tr><td align="left" valign="top"/><td align="left" valign="top">Separated/divorced</td><td align="left" valign="top">2409 (8.8)</td></tr><tr><td align="left" valign="top"/><td align="left" valign="top">Widower/widowed</td><td align="left" valign="top">5948 (21.8)</td></tr><tr><td align="left" valign="top"/><td align="left" valign="top">Not married</td><td align="left" valign="top">4841 (17.7)</td></tr><tr><td align="left" valign="top" colspan="3"><bold>Education</bold></td></tr><tr><td align="left" valign="top"/><td align="left" valign="top">None</td><td align="left" valign="top">21,032 (76.9)</td></tr><tr><td align="left" valign="top"/><td align="left" valign="top">Primary</td><td align="left" valign="top">1475 (5.4)</td></tr><tr><td align="left" valign="top"/><td align="left" valign="top">Secondary</td><td align="left" valign="top">4829 (17.7)</td></tr></tbody></table></table-wrap></sec><sec id="s3-2"><title>Factors Associated With ECU</title><p>The <italic>&#x03C7;</italic><sup>2</sup> test was run as part of the bivariate analysis to assess the association between ECU and various demographic factors. The test showed that a higher proportion of ECU was associated with males than females such that 68.2% (5467/8014) of males sought eye care services compared to 57.4% (11,097/19,322) of females. The percentage of participants who sought care increased with a higher level of education, as depicted by 53.6% (11,283/21,033) of participants without education who sought care, while 79.1% (1166/1475) of participants with primary education and over 85% (4115/4828) of participants with secondary school education (<italic>P</italic>&#x003C;.001) used eye care services. Pearson <italic>&#x03C7;</italic><sup>2</sup> showed that the difference was statistically significant (<italic>P</italic>&#x003C;.001). According to place of residence, 66.1% (2733/4134) of urban residents sought care compared to 59.6% (13,831/23,202) of rural residents. The difference was statistically different (<italic>P</italic>&#x003C;.001). According to the presence of chronic illness, 77.7% (1949/2508) of participants who had a chronic condition sought care while 88.2% (14,616/24,829) of those participants with no chronic illness sought care (<italic>P</italic>&#x003C;.001). Based on the region of residence, 42.7% (1318/3084), 50.4% (5992/11,875), and 74.8% (9254/12,378) of the participants sought care from the north, central, and southern regions, respectively (<italic>P</italic>&#x003C;.001). Considering marital status, 13.8% (2286/4840) of participants who were not married sought care, while 61.8% (10,239/14,140) of married people sought care. Among those divorced, only 40.1% (968/2409) of participants sought care and 18.5% (3072/5948) of those who sought care were widowers/widows (<italic>P</italic>&#x003C;.001). Regarding age, 54.9% (6110/11,118) of young adults sought care, while 90.2% (4569/5063) of middle-aged adults and 52.7% (5885/11,155) of older adults used eye care services (<italic>P</italic>&#x003C;.001).</p></sec><sec id="s3-3"><title>Places Where Participants Sought Help</title><p>A total of 16,564 (60.6%, 95% CI 60.0%-61.2%) of the 27,336 participants sought eye care from a medical/health facility. Of the 16,564 participants who sought care from a health facility, 14,173 (85.6%) visited a government facility, and 463 (2.7%) obtained drugs from their local pharmacy. Among those who did not seek care, 2950 of 6343 (46.5%) attributed it to lack of funds, while 3393 of 6343 (53.5%) did not think it was a serious illness (<xref ref-type="table" rid="table2">Table 2</xref>).</p><table-wrap id="t2" position="float"><label>Table 2.</label><caption><p>Distribution of actions taken by participants with eye symptoms 2 weeks before the survey.</p></caption><table id="table2" frame="hsides" rules="groups"><thead><tr><td align="left" valign="bottom" colspan="3"/><td align="left" valign="bottom">Participants (N=27,366), n (%)</td></tr></thead><tbody><tr><td align="left" valign="top" colspan="3"><bold>Did not seek health care<sup><xref ref-type="table-fn" rid="table2fn1">a</xref></sup></bold></td><td align="left" valign="middle">6343 (23.1)</td></tr><tr><td align="left" valign="top"/><td align="left" valign="top" colspan="2">Did nothing, not a serious illness</td><td align="left" valign="middle">3393 (53.4)</td></tr><tr><td align="left" valign="top"/><td align="left" valign="top" colspan="2">Did nothing, no money</td><td align="left" valign="middle">2950 (46.8)</td></tr><tr><td align="left" valign="top" colspan="4"><bold>Sought health care</bold></td></tr><tr><td align="left" valign="top"/><td align="left" valign="top" colspan="2"><named-content content-type="indent"><bold>C</bold></named-content><bold>are at health facility<sup><xref ref-type="table-fn" rid="table2fn2">b</xref></sup></bold></td><td align="left" valign="middle">16,565 (60.5)</td></tr><tr><td align="left" valign="top"/><td align="left" valign="top"/><td align="left" valign="top">Government</td><td align="left" valign="middle">14,173 (85.5)</td></tr><tr><td align="left" valign="top"/><td align="left" valign="top"/><td align="left" valign="top">Private</td><td align="left" valign="middle">1316 (7.9)</td></tr><tr><td align="left" valign="top"/><td align="left" valign="top"/><td align="left" valign="top">Church/mission</td><td align="left" valign="middle">613 (3.7)</td></tr><tr><td align="left" valign="top"/><td align="left" valign="top"/><td align="left" valign="top">Pharmacy store</td><td align="left" valign="middle">463 (2.7)</td></tr><tr><td align="left" valign="top"/><td align="left" valign="top" colspan="2"><bold>Care not at health facility<sup><xref ref-type="table-fn" rid="table2fn1">a</xref></sup></bold></td><td align="left" valign="middle">3788 (13.8)</td></tr><tr><td align="left" valign="top"/><td align="left" valign="top"/><td align="left" valign="top">Personal remedies</td><td align="left" valign="middle">2057 (54.3)</td></tr><tr><td align="left" valign="top"/><td align="left" valign="top"/><td align="left" valign="top">Grocery store</td><td align="left" valign="middle">1123 (29.6)</td></tr><tr><td align="left" valign="top"/><td align="left" valign="top"/><td align="left" valign="top">Traditional healer</td><td align="left" valign="middle">608 (16.2)</td></tr></tbody></table><table-wrap-foot><fn id="table2fn1"><p><sup>a</sup>These actions do not constitute eye care use.</p></fn><fn id="table2fn2"><p><sup>b</sup>These actions constitute eye care use.</p></fn></table-wrap-foot></table-wrap></sec><sec id="s3-4"><title>Factors Affecting ECU</title><p>A logistic regression was performed to ascertain the effects of residence, region, education qualification, chronic illness, sex, and age on the likelihood that participants reported ECU. The logistic regression model was statistically significant (<italic>&#x03C7;</italic><sup>2</sup><sub>8</sub>=27.4; <italic>P</italic>&#x003C;.001). The model explained 34.0% (Nagelkerke <italic>R</italic><sup>2</sup>) of the variance in ECU. Males were more likely to report ECU than females (odds ratio [OR] 1.2, 95% CI 1.104-1.290). Having a chronic condition was associated with a reduction in the likelihood of ECU (OR 0.6, 95% CI 0.547-0.708). Residents in the urban area were 1.2 times more likely to exhibit ECU than residents in rural areas (OR 1.2, 95% CI 1.118-1.375). Those with a higher education qualification were 6 times more likely to seek eye care at a medical facility than those without a formal education (OR 6.6, 95% CI 5.927-7.366). Middle-aged participants were 7 times more likely to use eye care services than young adults (OR 7, 95% CI 6.782-8.476), while older adults were less likely to use eye care than middle-aged adults.</p></sec></sec><sec id="s4" sec-type="discussion"><title>Discussion</title><p>The prevalence of ECU in our study was similar to a previous report [<xref ref-type="bibr" rid="ref11">11</xref>]. However, other authors report comparatively lower rates of ECU [<xref ref-type="bibr" rid="ref6">6</xref>,<xref ref-type="bibr" rid="ref15">15</xref>]. On the contrary, others reported larger ECU rates [<xref ref-type="bibr" rid="ref16">16</xref>,<xref ref-type="bibr" rid="ref24">24</xref>]. There is a discrepancy in the rate of ECU as it varies widely ranging from 18% to 82% due to study settings, sample size, and study population [<xref ref-type="bibr" rid="ref6">6</xref>]. In part, the variation could be due to different operational definitions of ECU. For instance, we defined ECU as seeking care for ocular problems at a medical facility 2 weeks before the study, whereas the American Optometric Association defines ECU as the use of eye care services in the preceding 3 years [<xref ref-type="bibr" rid="ref25">25</xref>]. The high rate of ECU in our study could be attributed to the affordability of eye care services in the country [<xref ref-type="bibr" rid="ref26">26</xref>].</p><p>The majority of participants who sought care in our study visited government hospitals. On the contrary, Kyaw et al [<xref ref-type="bibr" rid="ref27">27</xref>] found that the most frequently visited place is private hospitals, and Morka et al [<xref ref-type="bibr" rid="ref6">6</xref>] reported that the most preferred place of choice is an eye center [<xref ref-type="bibr" rid="ref28">28</xref>]. The results vary depending on the study setting. The results of our study are not surprising considering that the government is the chief actor in health service delivery in the country [<xref ref-type="bibr" rid="ref26">26</xref>].</p><p>Regarding the reasons for not seeking care, we found that the majority of participants cited a lack of funds. Cost is a common barrier in many low-income nations [<xref ref-type="bibr" rid="ref29">29</xref>,<xref ref-type="bibr" rid="ref30">30</xref>]. Although eye care is provided free of charge in Malawi, individuals still incur pocket expenditures in the form of transport costs [<xref ref-type="bibr" rid="ref31">31</xref>]. Assessing barriers to ECU is beyond the scope of this paper; nevertheless, our finding endorses the need to scale up outreach programs to mitigate costs incurred when reaching a health facility.</p><p>Another larger group of people did not seek care for their eye problems due to &#x201C;negligence&#x201D; similar to the previous report [<xref ref-type="bibr" rid="ref30">30</xref>]. This reflects poor-functioning eye health awareness programs and could be a contributing factor to the late presentation of ocular conditions to the hospital. Therefore, the findings of this study suggest that community sensitization and eye health education programs emphasize the gravity of eye problems and the significance of early presentation to the hospital.</p><p>A previous report noted that the prevalence of self-medication was 40% [<xref ref-type="bibr" rid="ref32">32</xref>]; on the contrary, this study found that a decreased number of participants resorted to self-medication. The difference could be due to different sample sizes. Our data used a nationwide sample, unlike the previous study that recruited in only two districts. Regardless, self-medication is a custom in Africa where the majority of eye problems do not go beyond unorthodox alternatives [<xref ref-type="bibr" rid="ref32">32</xref>]. Our study underscores the significance of incorporating nonorthodox approaches into the national eye health system.</p><p>Concerning age, ECU was highest among young adults but dropped among older adults despite a high prevalence of eye symptoms. The trend is similar to Zhao and colleagues [<xref ref-type="bibr" rid="ref33">33</xref>]; however, it is in disagreement with others [<xref ref-type="bibr" rid="ref6">6</xref>,<xref ref-type="bibr" rid="ref34">34</xref>]. In general, major causes of eye diseases are age related; thus, demand for eye services increases with age [<xref ref-type="bibr" rid="ref6">6</xref>]. The results of our study could be attributed to a lack of social support. Research suggests decreased ECU among older adults due to the lack of an escort to the health facility [<xref ref-type="bibr" rid="ref6">6</xref>]. This highlights an inefficient eye care delivery system with top-heavy needs and supply. Hence, we recommend gearing services toward older adults, such as the aforementioned vision-screening programs oriented toward senior citizens.</p><p>Arguably, one&#x2019;s cultural values have an impact on access to health. Our study has shown that male subjects are associated with ECU more than females, similar to previous authors [<xref ref-type="bibr" rid="ref35">35</xref>,<xref ref-type="bibr" rid="ref36">36</xref>]. In contrast, others report females&#x2019; predisposition to ECU [<xref ref-type="bibr" rid="ref33">33</xref>,<xref ref-type="bibr" rid="ref34">34</xref>]. Nonetheless, Akuwoah and colleagues [<xref ref-type="bibr" rid="ref29">29</xref>] found no statistically significant difference between genders. The variation can be explained by different cultural backgrounds in different populations. The high ECU rate among males in our study can be explained by the Malawian cultural scene. Researchers demonstrated that Malawian women&#x2019;s underuse of necessary health care was a factor in decision-making and attitude [<xref ref-type="bibr" rid="ref8">8</xref>]. We advocate for women&#x2019;s empowerment and mitigation of gender stereotypes to improve equal access to eye care services in the country. The literature suggests that education is instrumental in curbing such gender disparities [<xref ref-type="bibr" rid="ref8">8</xref>].</p><p>Generally, education is a key affluence factor in health as it directly relates to awareness [<xref ref-type="bibr" rid="ref37">37</xref>]. Our investigation has shown that the rate of ECU is higher among those with more education similar to previous studies [<xref ref-type="bibr" rid="ref34">34</xref>,<xref ref-type="bibr" rid="ref37">37</xref>]. This provides an attractive target for strategies to improve ECU through measures to keep citizens in school, promote equal education opportunities, and design eye health messages targeting citizens who are illiterate.</p><p>Surprisingly, this review has shown that having a chronic disease is negatively associated with ECU. However, other researchers [<xref ref-type="bibr" rid="ref16">16</xref>,<xref ref-type="bibr" rid="ref34">34</xref>] found that the absence of diabetes was associated with low ECU. Etiologically, most ocular conditions are caused by chronic diseases [<xref ref-type="bibr" rid="ref11">11</xref>]. Given that the study was cross-sectional and that participants had just 2 weeks to report eye issues, it is crucial to note that chronic illnesses could be more common than reported in this study. Moreover, we attributed the results of our study to a lack of knowledge and awareness. A recent study found that understanding health and disease is a key determinant of seeking health care among persons with chronic conditions in Malawi [<xref ref-type="bibr" rid="ref38">38</xref>]. When health education messages demonstrate that there is a potential health risk and convince people that certain behaviors can prevent such risks, the likelihood of change is increased substantially [<xref ref-type="bibr" rid="ref10">10</xref>]. An imperative but unanswered question is how individual chronic diseases affect ECU. Regardless, our findings echo the significance of awareness campaigns among people with chronic diseases.</p><p>Our investigation revealed that people from urban areas use eye care services more than their rural counterparts comparable to previous studies [<xref ref-type="bibr" rid="ref24">24</xref>]. The rural-urban disparity can be explained by less available ophthalmic human resources in rural Malawi. For instance, 11 of 12 ophthalmologists in the country are based in urban areas [<xref ref-type="bibr" rid="ref39">39</xref>]. The results of the study suggest inequity in deployment policies; hence, task-shifting approaches would ensure coverage in hard-to-reach areas.</p><p>Concerning region of origin, ECU in Malawi varies, with the south registering the highest and the north having the lowest levels of ECU. We cannot explain the regional variation in our study.</p><p>A particular strength of this study is the use of a countrywide population-based data set that provides ample sample size and statistical power to reconnoiter the association between ECU and its associated factors. Nevertheless, our study is not without drawbacks. First, the study is based on subjective responses that are prone to recall bias by the study participants. Another important caveat of our study is that we did not include the association between economic status and ECU including wealth and out-of-pocket expenditure. In addition, we did not evaluate realized access, patient satisfaction, and quality of care due to a lack of objective measures.</p><p>In summary, we report a novel study on the rate of ECU and its associated demographic factors among a population of Malawian adults using data from a national survey. The results demonstrate that in Malawi access to eye care services is entrenched in social disadvantages. ECU is low among older adults due to a lack of social support. Unequal distribution of resources between urban and rural areas could cause disparities in ECUs. There were regional variations in the use of eye services. Measures and interventions to improve ECU should target strategies to increase education opportunities for all, women empowerment, and outreach programs for rural residents and older adults, including task-shifting programs.</p></sec></body><back><notes><sec><title>Data Availability</title><p>Publicly available data sets [<xref ref-type="bibr" rid="ref23">23</xref>] were analyzed in this study.</p></sec></notes><fn-group><fn fn-type="conflict"><p>None declared.</p></fn></fn-group><glossary><title>Abbreviations</title><def-list><def-item><term id="abb1">ECU</term><def><p>eye care use</p></def></def-item><def-item><term id="abb2">HSB</term><def><p>health-seeking behavior</p></def></def-item><def-item><term id="abb3">IHS</term><def><p>Integrated Health Survey</p></def></def-item><def-item><term id="abb4">OR</term><def><p>odds ratio</p></def></def-item></def-list></glossary><ref-list><title>References</title><ref id="ref1"><label>1</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Burton</surname><given-names>MJ</given-names></name><name name-style="western"><surname>Ramke</surname><given-names>J</given-names></name><name name-style="western"><surname>Marques</surname><given-names>AP</given-names></name><etal/></person-group><article-title>The Lancet Global Health Commission on global eye health: vision beyond 2020</article-title><source>Lancet Glob Health</source><year>2021</year><month>04</month><volume>9</volume><issue>4</issue><fpage>e489</fpage><lpage>e551</lpage><pub-id pub-id-type="doi">10.1016/S2214-109X(20)30488-5</pub-id><pub-id pub-id-type="medline">33607016</pub-id></nlm-citation></ref><ref id="ref2"><label>2</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Rono</surname><given-names>HK</given-names></name><name name-style="western"><surname>Macleod</surname><given-names>D</given-names></name><name name-style="western"><surname>Bastawrous</surname><given-names>A</given-names></name><name name-style="western"><surname>Wanjala</surname><given-names>E</given-names></name><name name-style="western"><surname>Gichangi</surname><given-names>M</given-names></name><name name-style="western"><surname>Burton</surname><given-names>MJ</given-names></name></person-group><article-title>Utilization of secondary eye care services in Western Kenya</article-title><source>Int J Environ Res Public Health</source><year>2019</year><month>09</month><day>12</day><volume>16</volume><issue>18</issue><fpage>3371</fpage><pub-id pub-id-type="doi">10.3390/ijerph16183371</pub-id><pub-id pub-id-type="medline">31547252</pub-id></nlm-citation></ref><ref id="ref3"><label>3</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Kalua</surname><given-names>K</given-names></name><name name-style="western"><surname>Lindfield</surname><given-names>R</given-names></name><name name-style="western"><surname>Mtupanyama</surname><given-names>M</given-names></name><name name-style="western"><surname>Mtumodzi</surname><given-names>D</given-names></name><name name-style="western"><surname>Msiska</surname><given-names>V</given-names></name></person-group><article-title>Findings from a rapid assessment of avoidable blindness (RAAB)</article-title><source>PLoS One</source><year>2011</year><month>04</month><day>25</day><volume>6</volume><issue>4</issue><fpage>e19226</fpage><pub-id pub-id-type="doi">10.1371/journal.pone.0019226</pub-id><pub-id pub-id-type="medline">21547074</pub-id></nlm-citation></ref><ref id="ref4"><label>4</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Flaxman</surname><given-names>AD</given-names></name><name name-style="western"><surname>Wittenborn</surname><given-names>JS</given-names></name><name name-style="western"><surname>Robalik</surname><given-names>T</given-names></name><etal/></person-group><article-title>Prevalence of visual acuity loss or blindness in the US: a Bayesian meta-analysis</article-title><source>JAMA Ophthalmol</source><year>2021</year><month>07</month><day>1</day><volume>139</volume><issue>7</issue><fpage>717</fpage><lpage>723</lpage><pub-id pub-id-type="doi">10.1001/jamaophthalmol.2021.0527</pub-id><pub-id pub-id-type="medline">33983373</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>Tafida</surname><given-names>A</given-names></name><name name-style="western"><surname>Kyari</surname><given-names>F</given-names></name><name name-style="western"><surname>Abdull</surname><given-names>MM</given-names></name><etal/></person-group><article-title>Poverty and blindness in Nigeria: results from the national survey of blindness and visual impairment</article-title><source>Ophthalmic Epidemiol</source><year>2015</year><volume>22</volume><issue>5</issue><fpage>333</fpage><lpage>341</lpage><pub-id pub-id-type="doi">10.3109/09286586.2015.1077259</pub-id><pub-id pub-id-type="medline">26395660</pub-id></nlm-citation></ref><ref id="ref6"><label>6</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Morka</surname><given-names>ED</given-names></name><name name-style="western"><surname>Yibekal</surname><given-names>BT</given-names></name><name name-style="western"><surname>Tegegne</surname><given-names>MM</given-names></name></person-group><article-title>Eye care service utilization and associated factors among older adults in Hawassa City, South Ethiopia</article-title><source>PLoS One</source><year>2020</year><month>04</month><day>16</day><volume>15</volume><issue>4</issue><fpage>e0231616</fpage><pub-id pub-id-type="doi">10.1371/journal.pone.0231616</pub-id><pub-id pub-id-type="medline">32298344</pub-id></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>Kegne Assaye</surname><given-names>A</given-names></name><name name-style="western"><surname>Temeselew Tegegn</surname><given-names>M</given-names></name><name name-style="western"><surname>Tilahun Belete</surname><given-names>G</given-names></name></person-group><article-title>Eye care utilization among older subjects with visual impairment in Northwest Ethiopia</article-title><source>J Ophthalmic Vis Res</source><year>2023</year><month>07</month><day>28</day><volume>18</volume><issue>3</issue><fpage>306</fpage><lpage>317</lpage><pub-id pub-id-type="doi">10.18502/jovr.v18i3.13779</pub-id><pub-id pub-id-type="medline">37600912</pub-id></nlm-citation></ref><ref id="ref8"><label>8</label><nlm-citation citation-type="book"><person-group person-group-type="author"><name name-style="western"><surname>Gellman</surname><given-names>MD</given-names></name></person-group><person-group person-group-type="editor"><name name-style="western"><surname>Gellman</surname><given-names>MD</given-names></name></person-group><article-title>Behavioral medicine</article-title><source>Encyclopedia of Behavioral Medicine</source><year>2020</year><publisher-name>Springer International Publishing</publisher-name><fpage>223</fpage><lpage>226</lpage><pub-id pub-id-type="doi">10.1007/978-3-030-39903-0</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>Azad</surname><given-names>AD</given-names></name><name name-style="western"><surname>Charles</surname><given-names>AG</given-names></name><name name-style="western"><surname>Ding</surname><given-names>Q</given-names></name><name name-style="western"><surname>Trickey</surname><given-names>AW</given-names></name><name name-style="western"><surname>Wren</surname><given-names>SM</given-names></name></person-group><article-title>The gender gap and healthcare: associations between gender roles and factors affecting healthcare access in central Malawi, June-August 2017</article-title><source>Arch Public Health</source><year>2020</year><month>11</month><day>17</day><volume>78</volume><issue>1</issue><fpage>119</fpage><pub-id pub-id-type="doi">10.1186/s13690-020-00497-w</pub-id><pub-id pub-id-type="medline">33292511</pub-id></nlm-citation></ref><ref id="ref10"><label>10</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Oberoi</surname><given-names>S</given-names></name><name name-style="western"><surname>Chaudhary</surname><given-names>N</given-names></name><name name-style="western"><surname>Patnaik</surname><given-names>S</given-names></name><name name-style="western"><surname>Singh</surname><given-names>A</given-names></name></person-group><article-title>Understanding health seeking behavior</article-title><source>J Family Med Prim Care</source><year>Apr-Jun 2016</year><volume>5</volume><issue>2</issue><fpage>463</fpage><lpage>464</lpage><pub-id pub-id-type="doi">10.4103/2249-4863.192376</pub-id><pub-id pub-id-type="medline">27843863</pub-id></nlm-citation></ref><ref id="ref11"><label>11</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Akuffo</surname><given-names>KO</given-names></name><name name-style="western"><surname>Sewpaul</surname><given-names>R</given-names></name><name name-style="western"><surname>Dukhi</surname><given-names>N</given-names></name><etal/></person-group><article-title>Eye care utilization pattern in South Africa: results from SANHANES-1</article-title><source>BMC Health Serv Res</source><year>2020</year><month>08</month><day>17</day><volume>20</volume><issue>1</issue><fpage>756</fpage><pub-id pub-id-type="doi">10.1186/s12913-020-05621-8</pub-id><pub-id pub-id-type="medline">32807155</pub-id></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>Etim</surname><given-names>BA</given-names></name><name name-style="western"><surname>Ibanga</surname><given-names>AA</given-names></name><name name-style="western"><surname>Nkanga</surname><given-names>DG</given-names></name><name name-style="western"><surname>Agweye</surname><given-names>CT</given-names></name><name name-style="western"><surname>Utam</surname><given-names>UA</given-names></name><name name-style="western"><surname>Udofia</surname><given-names>OO</given-names></name></person-group><article-title>EHR health seeking behavior of patients attending eye clinic in Southern Nigeria</article-title><source>Niger J Clin Pract</source><year>2019</year><month>07</month><volume>22</volume><issue>7</issue><fpage>988</fpage><lpage>996</lpage><pub-id pub-id-type="doi">10.4103/njcp.njcp_373_18</pub-id><pub-id pub-id-type="medline">31293266</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>Jin</surname><given-names>YP</given-names></name><name name-style="western"><surname>Trope</surname><given-names>GE</given-names></name></person-group><article-title>Eye care utilization in Canada: disparity in the publicly funded health care system</article-title><source>Can J Ophthalmol</source><year>2011</year><month>04</month><volume>46</volume><issue>2</issue><fpage>133</fpage><lpage>138</lpage><pub-id pub-id-type="doi">10.3129/i10-120</pub-id><pub-id pub-id-type="medline">21708079</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>Taccheri</surname><given-names>C</given-names></name><name name-style="western"><surname>Jordan</surname><given-names>J</given-names></name><name name-style="western"><surname>Tran</surname><given-names>D</given-names></name><etal/></person-group><article-title>The impact of social determinants of health on eye care utilization in a national sample of people with diabetes</article-title><source>Ophthalmology</source><year>2023</year><month>10</month><volume>130</volume><issue>10</issue><fpage>1037</fpage><lpage>1045</lpage><pub-id pub-id-type="doi">10.1016/j.ophtha.2023.06.007</pub-id><pub-id pub-id-type="medline">37329902</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>Andoh</surname><given-names>JE</given-names></name><name name-style="western"><surname>Ezekwesili</surname><given-names>AC</given-names></name><name name-style="western"><surname>Nwanyanwu</surname><given-names>K</given-names></name><name name-style="western"><surname>Elam</surname><given-names>A</given-names></name></person-group><article-title>Disparities in eye care access and utilization: a narrative review</article-title><source>Annu Rev Vis Sci</source><year>2023</year><month>09</month><day>15</day><volume>9</volume><fpage>15</fpage><lpage>37</lpage><pub-id pub-id-type="doi">10.1146/annurev-vision-112122-020934</pub-id><pub-id pub-id-type="medline">37254050</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>Ezinne</surname><given-names>NE</given-names></name><name name-style="western"><surname>Ekemiri</surname><given-names>KK</given-names></name><name name-style="western"><surname>Chukwuma</surname><given-names>I</given-names></name><etal/></person-group><article-title>Utilization of eye care services in an underserved community in Enugu State, Nigeria</article-title><source>Niger J Clin Pract</source><year>2023</year><month>01</month><volume>26</volume><issue>1</issue><fpage>81</fpage><lpage>89</lpage><pub-id pub-id-type="doi">10.4103/njcp.njcp_398_22</pub-id><pub-id pub-id-type="medline">36751828</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>Lin</surname><given-names>JC</given-names></name><name name-style="western"><surname>Ghauri</surname><given-names>SY</given-names></name><name name-style="western"><surname>Scott</surname><given-names>IU</given-names></name><name name-style="western"><surname>Greenberg</surname><given-names>PB</given-names></name></person-group><article-title>Eye health care utilization among native Hawaiian and Pacific Islander adults in the United States</article-title><source>Ophthalmic Epidemiol</source><year>2022</year><month>02</month><day>2</day><fpage>1</fpage><lpage>5</lpage><pub-id pub-id-type="doi">10.1080/09286586.2022.2036765</pub-id><pub-id pub-id-type="medline">35109764</pub-id></nlm-citation></ref><ref id="ref18"><label>18</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Pallavi</surname><given-names>DR</given-names></name><name name-style="western"><surname>Mohit Bohra</surname><given-names>D</given-names></name><name name-style="western"><surname>Kauser</surname><given-names>H</given-names></name><name name-style="western"><surname>Talawat</surname><given-names>M</given-names></name></person-group><article-title>An empirical survey on eye care services in Bengaluru</article-title><source>REST J Data Analytics Artif Intelligence</source><year>2023</year><month>06</month><access-date>2024-03-20</access-date><volume>2</volume><issue>2</issue><fpage>1</fpage><lpage>16</lpage><comment><ext-link ext-link-type="uri" xlink:href="https://restpublisher.com/wp-content/uploads/2023/05/10.46632-jdaai-2-2-1-3.pdf">https://restpublisher.com/wp-content/uploads/2023/05/10.46632-jdaai-2-2-1-3.pdf</ext-link></comment><pub-id pub-id-type="doi">10.46632/jdaai/2/2/1</pub-id></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>Masefield</surname><given-names>SC</given-names></name><name name-style="western"><surname>Msosa</surname><given-names>A</given-names></name><name name-style="western"><surname>Grugel</surname><given-names>J</given-names></name></person-group><article-title>Challenges to effective governance in a low income healthcare system: a qualitative study of stakeholder perceptions in Malawi</article-title><source>BMC Health Serv Res</source><year>2020</year><month>12</month><day>14</day><volume>20</volume><issue>1</issue><fpage>1142</fpage><pub-id pub-id-type="doi">10.1186/s12913-020-06002-x</pub-id><pub-id pub-id-type="medline">33317520</pub-id></nlm-citation></ref><ref id="ref20"><label>20</label><nlm-citation citation-type="web"><person-group person-group-type="author"><name name-style="western"><surname>Mussa</surname><given-names>R</given-names></name><name name-style="western"><surname>Masanjala</surname><given-names>WH</given-names></name></person-group><article-title>A dangerous divide: the state of inequality in Malawi</article-title><source>Oxfam Digital Repository</source><year>2015</year><month>11</month><day>26</day><access-date>2024-03-20</access-date><comment><ext-link ext-link-type="uri" xlink:href="https://oxfamilibrary.openrepository.com/handle/10546/582678">https://oxfamilibrary.openrepository.com/handle/10546/582678</ext-link></comment></nlm-citation></ref><ref id="ref21"><label>21</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Ebeigbe</surname><given-names>JA</given-names></name><name name-style="western"><surname>Ovenseri-Ogbomo</surname><given-names>GO</given-names></name></person-group><article-title>Barriers to utilization of eye care services in rural communities in Edo state, Nigeria</article-title><source>Bo Med J</source><year>2014</year><access-date>2024-04-01</access-date><volume>11</volume><issue>2</issue><fpage>98</fpage><lpage>104</lpage><comment><ext-link ext-link-type="uri" xlink:href="https://www.researchgate.net/profile/Godwin-Ovenseri-Ogbomo/publication/272215889_Barriers_To_Utilization_of_Eye_Care_Services_in_Rural_Communities_in_Edo_State_Nigeria/links/5514b8d00cf260a7cb2d4115/Barriers-To-Utilization-of-Eye-Care-Services-in-Rural-Communities-in-Edo-State-Nigeria.pdf">https://www.researchgate.net/profile/Godwin-Ovenseri-Ogbomo/publication/272215889_Barriers_To_Utilization_of_Eye_Care_Services_in_Rural_Communities_in_Edo_State_Nigeria/links/5514b8d00cf260a7cb2d4115/Barriers-To-Utilization-of-Eye-Care-Services-in-Rural-Communities-in-Edo-State-Nigeria.pdf</ext-link></comment></nlm-citation></ref><ref id="ref22"><label>22</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Ng&#x2019;ambi</surname><given-names>W</given-names></name><name name-style="western"><surname>Mangal</surname><given-names>T</given-names></name><name name-style="western"><surname>Phillips</surname><given-names>A</given-names></name><etal/></person-group><article-title>A cross-sectional study on factors associated with health seeking behaviour of Malawians aged 15+ years in 2016</article-title><source>Malawi Med J</source><year>2020</year><month>12</month><volume>32</volume><issue>4</issue><fpage>205</fpage><lpage>212</lpage><pub-id pub-id-type="doi">10.4314/mmj.v32i4.5</pub-id><pub-id pub-id-type="medline">34457205</pub-id></nlm-citation></ref><ref id="ref23"><label>23</label><nlm-citation citation-type="web"><article-title>Integrated Household Panel Survey 2010-2013-2016 (Long-Term Panel, 102 EAs)</article-title><source>The World Bank: Microdata Library</source><access-date>2024-03-21</access-date><comment><ext-link ext-link-type="uri" xlink:href="https://microdata.worldbank.org/index.php/catalog/2939">https://microdata.worldbank.org/index.php/catalog/2939</ext-link></comment></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>Foreman</surname><given-names>J</given-names></name><name name-style="western"><surname>Xie</surname><given-names>J</given-names></name><name name-style="western"><surname>Keel</surname><given-names>S</given-names></name><name name-style="western"><surname>Taylor</surname><given-names>HR</given-names></name><name name-style="western"><surname>Dirani</surname><given-names>M</given-names></name></person-group><article-title>Utilization of eye health-care services in Australia: the national eye health survey</article-title><source>Clin Exp Ophthalmol</source><year>2018</year><month>04</month><access-date>2024-03-20</access-date><volume>46</volume><issue>3</issue><fpage>213</fpage><lpage>221</lpage><comment><ext-link ext-link-type="uri" xlink:href="https://onlinelibrary.wiley.com/toc/14429071/46/3">https://onlinelibrary.wiley.com/toc/14429071/46/3</ext-link></comment><pub-id pub-id-type="doi">10.1111/ceo.13035</pub-id><pub-id pub-id-type="medline">28793183</pub-id></nlm-citation></ref><ref id="ref25"><label>25</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Ilechie</surname><given-names>AA</given-names></name><name name-style="western"><surname>Otchere</surname><given-names>H</given-names></name><name name-style="western"><surname>Darko-Takyi</surname><given-names>C</given-names></name><name name-style="western"><surname>Halladay</surname><given-names>AC</given-names></name></person-group><article-title>Access to and utilization of eye care services in Ghana</article-title><source>Int J Health Res</source><year>2013</year><month>09</month><access-date>2024-03-20</access-date><volume>6</volume><issue>3</issue><fpage>7</fpage><lpage>15</lpage><comment><ext-link ext-link-type="uri" xlink:href="https://ir.ucc.edu.gh/xmlui/handle/123456789/8261">https://ir.ucc.edu.gh/xmlui/handle/123456789/8261</ext-link></comment></nlm-citation></ref><ref id="ref26"><label>26</label><nlm-citation citation-type="web"><person-group person-group-type="author"><name name-style="western"><surname>Mugwang&#x2019;a</surname><given-names>Z</given-names></name><name name-style="western"><surname>Bechange</surname><given-names>S</given-names></name><name name-style="western"><surname>Masika</surname><given-names>M</given-names></name></person-group><article-title>Eye care service assessment: Malawi</article-title><source>Sightsavers</source><year>2017</year><access-date>2024-04-01</access-date><comment><ext-link ext-link-type="uri" xlink:href="https://research.sightsavers.org/wp-content/uploads/2018/05/Eye-care-service-assessment-Malawi-2017.pdf">https://research.sightsavers.org/wp-content/uploads/2018/05/Eye-care-service-assessment-Malawi-2017.pdf</ext-link></comment></nlm-citation></ref><ref id="ref27"><label>27</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Kyaw</surname><given-names>KK</given-names></name><name name-style="western"><surname>Nanthamonkolchai</surname><given-names>S</given-names></name><name name-style="western"><surname>Munsawaengsub</surname><given-names>C</given-names></name></person-group><article-title>Eye care seeking behavior on prevention of blindness among elderly in urban area of Magway Township, Myanmar</article-title><source>Int J Ophthalmol Eye Sci</source><year>2018</year><volume>6</volume><issue>1</issue><fpage>351</fpage><lpage>357</lpage><pub-id pub-id-type="doi">10.19070/2332-290X-1800071</pub-id></nlm-citation></ref><ref id="ref28"><label>28</label><nlm-citation citation-type="web"><person-group person-group-type="author"><collab>National Statistical Office</collab></person-group><article-title>Fifth Integrated Household Survey 2019-2020: Malawi, 2019-2020</article-title><source>The World Bank: Mircodata Library</source><year>2020</year><month>12</month><day>1</day><access-date>2021-12-03</access-date><comment><ext-link ext-link-type="uri" xlink:href="https://microdata.worldbank.org/index.php/catalog/3818/get-microdata">https://microdata.worldbank.org/index.php/catalog/3818/get-microdata</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>Akowuah</surname><given-names>PK</given-names></name><name name-style="western"><surname>Merepa</surname><given-names>SS</given-names></name><name name-style="western"><surname>Abazele</surname><given-names>AS</given-names></name></person-group><article-title>Barriers to utilization of eye care services in the upper east region, Ghana</article-title><source>Adv Ophthalmol Vis Syst</source><year>2017</year><month>11</month><day>16</day><volume>7</volume><issue>6</issue><pub-id pub-id-type="doi">10.15406/aovs.2017.07.00240</pub-id></nlm-citation></ref><ref id="ref30"><label>30</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Arinze</surname><given-names>OC</given-names></name><name name-style="western"><surname>Eze</surname><given-names>BI</given-names></name><name name-style="western"><surname>Ude</surname><given-names>NN</given-names></name><name name-style="western"><surname>Onwubiko</surname><given-names>SN</given-names></name><name name-style="western"><surname>Ezisi</surname><given-names>CN</given-names></name><name name-style="western"><surname>Chuka-Okosa</surname><given-names>CM</given-names></name></person-group><article-title>Determinants of eye care utilization in rural southeastern Nigeria</article-title><source>J Community Health</source><year>2015</year><month>10</month><volume>40</volume><issue>5</issue><fpage>881</fpage><lpage>890</lpage><pub-id pub-id-type="doi">10.1007/s10900-015-0008-2</pub-id><pub-id pub-id-type="medline">25787225</pub-id></nlm-citation></ref><ref id="ref31"><label>31</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Ng&#x2019;ambi</surname><given-names>W</given-names></name><name name-style="western"><surname>Mangal</surname><given-names>T</given-names></name><name name-style="western"><surname>Phillips</surname><given-names>A</given-names></name><etal/></person-group><article-title>Factors associated with healthcare seeking behaviour for children in Malawi: 2016</article-title><source>Trop Med Int Health</source><year>2020</year><month>12</month><volume>25</volume><issue>12</issue><fpage>1486</fpage><lpage>1495</lpage><pub-id pub-id-type="doi">10.1111/tmi.13499</pub-id><pub-id pub-id-type="medline">32981174</pub-id></nlm-citation></ref><ref id="ref32"><label>32</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Bisika</surname><given-names>T</given-names></name><name name-style="western"><surname>Courtright</surname><given-names>P</given-names></name><name name-style="western"><surname>Geneau</surname><given-names>R</given-names></name><name name-style="western"><surname>Kasote</surname><given-names>A</given-names></name><name name-style="western"><surname>Chimombo</surname><given-names>L</given-names></name><name name-style="western"><surname>Chirambo</surname><given-names>M</given-names></name></person-group><article-title>Self treatment of eye diseases in Malawi</article-title><source>Afr J Tradit Complement Altern Med</source><year>2008</year><month>10</month><day>25</day><volume>6</volume><issue>1</issue><fpage>23</fpage><lpage>29</lpage><pub-id pub-id-type="doi">10.4314/ajtcam.v6i1.57070</pub-id><pub-id pub-id-type="medline">20162038</pub-id></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>Zhao</surname><given-names>M</given-names></name><name name-style="western"><surname>Gillani</surname><given-names>AH</given-names></name><name name-style="western"><surname>Amirul Islam</surname><given-names>FM</given-names></name><etal/></person-group><article-title>Factors associated with knowledge, attitude and practices of common eye diseases in general population: a multicenter cross-sectional study from Pakistan</article-title><source>Int J Environ Res Public Health</source><year>2019</year><month>05</month><day>5</day><volume>16</volume><issue>9</issue><fpage>1568</fpage><pub-id pub-id-type="doi">10.3390/ijerph16091568</pub-id><pub-id pub-id-type="medline">31060273</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>Jiang</surname><given-names>X</given-names></name><name name-style="western"><surname>Varma</surname><given-names>R</given-names></name><name name-style="western"><surname>Torres</surname><given-names>M</given-names></name><name name-style="western"><surname>Hsu</surname><given-names>C</given-names></name><name name-style="western"><surname>McKean-Cowdin</surname><given-names>R</given-names></name><collab>Chinese American Eye Study Group</collab></person-group><article-title>Self-reported use of eye care among adult Chinese Americans: the Chinese American eye study</article-title><source>Am J Ophthalmol</source><year>2017</year><month>04</month><volume>176</volume><fpage>183</fpage><lpage>193</lpage><pub-id pub-id-type="doi">10.1016/j.ajo.2017.01.018</pub-id><pub-id pub-id-type="medline">28161048</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>Ocansey</surname><given-names>S</given-names></name><name name-style="western"><surname>Kumi-Kyereme</surname><given-names>A</given-names></name><name name-style="western"><surname>Awusabo-Asare</surname><given-names>K</given-names></name><name name-style="western"><surname>Ilechie</surname><given-names>A</given-names></name><name name-style="western"><surname>Boadi-Kusi</surname><given-names>S</given-names></name><name name-style="western"><surname>Abraham</surname><given-names>C</given-names></name></person-group><article-title>Utilization of eye care services among Ghanaian elderly population: evidence from a peri-urban community</article-title><source>Ophthal Res Int J</source><year>2013</year><month>09</month><day>27</day><volume>1</volume><issue>2</issue><fpage>89</fpage><lpage>101</lpage><pub-id pub-id-type="doi">10.9734/OR/2013/5543</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>Olusanya</surname><given-names>BA</given-names></name><name name-style="western"><surname>Ashaye</surname><given-names>AO</given-names></name><name name-style="western"><surname>Owoaje</surname><given-names>ET</given-names></name><name name-style="western"><surname>Baiyeroju</surname><given-names>AM</given-names></name><name name-style="western"><surname>Ajayi</surname><given-names>BG</given-names></name></person-group><article-title>Determinants of utilization of eye care services in a rural adult population of a developing country</article-title><source>Middle East Afr J Ophthalmol</source><year>Jan-Mar 2016</year><volume>23</volume><issue>1</issue><fpage>96</fpage><lpage>103</lpage><pub-id pub-id-type="doi">10.4103/0974-9233.164621</pub-id><pub-id pub-id-type="medline">26957847</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>Raznahan</surname><given-names>M</given-names></name><name name-style="western"><surname>Emamian</surname><given-names>MH</given-names></name><name name-style="western"><surname>Hashemi</surname><given-names>H</given-names></name><name name-style="western"><surname>Zeraati</surname><given-names>H</given-names></name><name name-style="western"><surname>Fotouhi</surname><given-names>A</given-names></name></person-group><article-title>Assessment of horizontal inequity in eye care utilization in the Iranian middle-aged population</article-title><source>J Ophthalmic Vis Res</source><year>Jul-Sep 2018</year><volume>13</volume><issue>3</issue><fpage>284</fpage><lpage>292</lpage><pub-id pub-id-type="doi">10.4103/jovr.jovr_221_17</pub-id><pub-id pub-id-type="medline">30090185</pub-id></nlm-citation></ref><ref id="ref38"><label>38</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Saleh</surname><given-names>S</given-names></name><name name-style="western"><surname>Bongololo</surname><given-names>G</given-names></name><name name-style="western"><surname>Banda</surname><given-names>H</given-names></name><etal/></person-group><article-title>Health seeking for chronic lung disease in central Malawi: adapting existing models using insights from a qualitative study</article-title><source>PLoS One</source><year>2018</year><month>12</month><day>17</day><volume>13</volume><issue>12</issue><fpage>e0208188</fpage><pub-id pub-id-type="doi">10.1371/journal.pone.0208188</pub-id><pub-id pub-id-type="medline">30557307</pub-id></nlm-citation></ref><ref id="ref39"><label>39</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Kalua</surname><given-names>K</given-names></name></person-group><article-title>How to create a balanced eye team: an example from Malawi</article-title><source>Community Eye Health</source><year>2018</year><volume>31</volume><issue>102</issue><fpage>46</fpage><pub-id pub-id-type="medline">30220802</pub-id></nlm-citation></ref></ref-list></back></article>