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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Public Health</journal-id>
<journal-title-group>
<journal-title>Frontiers in Public Health</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Public Health</abbrev-journal-title>
</journal-title-group>
<issn pub-type="epub">2296-2565</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fpubh.2025.1662613</article-id><article-version article-version-type="Version of Record" vocab="NISO-RP-8-2008"/>
<article-categories>
<subj-group subj-group-type="heading"><subject>Original Research</subject></subj-group>
</article-categories>
<title-group>
<article-title>Assessment of self-health management capacity and its influencing factors in patients with decompensated liver cirrhosis in Shanxi Province, China</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Li</surname>
<given-names>Feixue</given-names>
</name><xref ref-type="aff" rid="aff1"/>
<uri xlink:href="https://loop.frontiersin.org/people/3126650"/>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Data curation" vocab-term-identifier="https://credit.niso.org/contributor-roles/data-curation/">Data curation</role>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="methodology" vocab-term-identifier="https://credit.niso.org/contributor-roles/methodology/">Methodology</role>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; review &amp; editing" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-review-editing/">Writing &#x2013; review &#x0026; editing</role>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; original draft" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-original-draft/">Writing &#x2013; original draft</role>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Wang</surname>
<given-names>Jing</given-names>
</name><xref ref-type="aff" rid="aff1"/>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="methodology" vocab-term-identifier="https://credit.niso.org/contributor-roles/methodology/">Methodology</role>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="supervision" vocab-term-identifier="https://credit.niso.org/contributor-roles/supervision/">Supervision</role>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Data curation" vocab-term-identifier="https://credit.niso.org/contributor-roles/data-curation/">Data curation</role>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="conceptualization" vocab-term-identifier="https://credit.niso.org/contributor-roles/conceptualization/">Conceptualization</role>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="investigation" vocab-term-identifier="https://credit.niso.org/contributor-roles/investigation/">Investigation</role>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; original draft" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-original-draft/">Writing &#x2013; original draft</role>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Wen</surname>
<given-names>Hongping</given-names>
</name><xref ref-type="aff" rid="aff1"/>
<xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; review &amp; editing" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-review-editing/">Writing &#x2013; review &#x0026; editing</role>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="supervision" vocab-term-identifier="https://credit.niso.org/contributor-roles/supervision/">Supervision</role>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Funding acquisition" vocab-term-identifier="https://credit.niso.org/contributor-roles/funding-acquisition/">Funding acquisition</role>
</contrib>
</contrib-group>
<aff id="aff1"><institution>Department of Pharmacy, Shanxi Provincial People's Hospital</institution>, <city>Taiyuan</city>, <country country="cn">China</country></aff>
<author-notes><corresp id="c001"><label>&#x002A;</label>Correspondence: Hongping Wen, <email xlink:href="mailto:whpkuaile@163.com">whpkuaile@163.com</email></corresp></author-notes>
<pub-date publication-format="electronic" date-type="pub" iso-8601-date="2025-11-10">
<day>10</day>
<month>11</month>
<year>2025</year>
</pub-date>
<pub-date publication-format="electronic" date-type="collection">
<year>2025</year>
</pub-date>
<volume>13</volume>
<elocation-id>1662613</elocation-id>
<history>
<date date-type="received">
<day>09</day>
<month>07</month>
<year>2025</year>
</date>
<date date-type="accepted">
<day>27</day>
<month>10</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2025 Li, Wang and Wen.</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Li, Wang and Wen</copyright-holder>
<license><ali:license_ref start_date="2025-11-10">https://creativecommons.org/licenses/by/4.0/</ali:license_ref>
<license-p>This is an open-access article distributed under the terms of the <ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/licenses/by/4.0/">Creative Commons Attribution License (CC BY)</ext-link>. The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</license-p>
</license>
</permissions>
<abstract>
<sec id="sec1">
<title>Objective</title>
<p>This research aimed to evaluate the current status of self-health management capacity among patients with decompensated hepatic cirrhosis in Shanxi Province, China, and to analyze its influencing factors.</p>
</sec>
<sec id="sec2">
<title>Methods</title>
<p>A questionnaire survey was performed from October 2024 to February 2025 at Shanxi Provincial People&#x2019;s Hospital, targeting patients with decompensated liver cirrhosis. Self-developed questionnaires were employed to measure self-health management capacity and identify associated influencing factors.</p>
</sec>
<sec id="sec3">
<title>Results</title>
<p>A total of 460 valid responses were collected. The scale demonstrated excellent internal consistency reliability, with a Cronbach&#x2019;s alpha of 0.94, and each dimension&#x2019;s Cronbach&#x2019;s alpha ranged from 0.78 to 0.90. The overall construct validity, indicated by the KMO was 0.93, with individual dimension KMO values between 0.68 and 0.88. The average score of self-health management ability was 3.04&#x202F;&#x00B1;&#x202F;0.51 out of 5. Correlation analysis showed that cognitive ability, psychological status, behavioral lifestyle, and treatment adherence had very strong positive correlations with overall self-management capacity (0.8&#x202F;&#x003C;&#x202F;<italic>r</italic>&#x202F;&#x2264;&#x202F;1, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001). The multiple linear regression model yielded an <italic>R</italic>-squared value of 0.687 (<italic>p</italic>&#x202F;&#x003C;&#x202F;0.001). Multivariate analysis indicated that higher educational attainment, increased household income, and longer disease duration were significantly positively associated with self-management scores (positive Beta coefficients, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.05). Conversely, occupational status, healthcare burden, alcohol consumption history, comorbidities, and Child-Pugh classification were significantly negatively associated with self-management capacity (negative Beta coefficients, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.05).</p>
</sec>
<sec id="sec4">
<title>Conclusion</title>
<p>The self-health management capacity among patients with decompensated liver cirrhosis in Shanxi Province is moderate to low, influenced by various determinants such as education level, occupational status, monthly household income, healthcare burden, duration of liver cirrhosis, alcohol consumption history, comorbidities, and Child-Pugh classification. It is recommended a precise intervention strategy is proposed to enhance the public health prevention and control effect of liver cirrhosis: transitioning from traditional hospital-centric models to a stratified, intelligent, and community-integrated comprehensive prevention and control system.</p>
</sec>
</abstract>
<kwd-group>
<kwd>decompensated liver cirrhosis</kwd>
<kwd>self-health management capacity</kwd>
<kwd>influencing factors</kwd>
<kwd>Shanxi Province</kwd>
<kwd>intervention strategy</kwd>
</kwd-group><funding-group><funding-statement>The author(s) declare that financial support was received for the research and/or publication of this article. This work was supported by Research Special Project on High-Quality Development of the Health Industry in Shanxi Province (No. DJKZXKT2023154).</funding-statement></funding-group>
<counts>
<fig-count count="1"/>
<table-count count="5"/>
<equation-count count="0"/>
<ref-count count="37"/>
<page-count count="11"/>
<word-count count="6331"/>
</counts>
<custom-meta-group>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Public Health Education and Promotion</meta-value>
</custom-meta>
</custom-meta-group>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="sec5">
<label>1</label>
<title>Introduction</title>
<p>Cirrhosis is a pathological stage resulting from the progression of chronic liver disease, characterized by diffuse hepatic fibrosis, pseudolobule formation, and proliferation of intrahepatic and extrahepatic vasculature. Patients in the compensated phase often exhibit no significant clinical symptoms, whereas decompensated cirrhosis is marked by portal hypertension and severe hepatic functional impairment. Complications such as ascites, gastrointestinal hemorrhage, sepsis, hepatic encephalopathy, hepatorenal syndrome, or malignant transformation frequently lead to multi-organ failure and mortality (<xref ref-type="bibr" rid="ref1">1</xref>, <xref ref-type="bibr" rid="ref2">2</xref>). Notably, the unplanned readmission rate within 1&#x202F;month post-discharge for decompensated liver cirrhosis (DLC) patients can reach approximately 26% (<xref ref-type="bibr" rid="ref3">3</xref>), which significantly impacts quality of life and imposes substantial economic burdens on families and society, representing a major global public health challenge (<xref ref-type="bibr" rid="ref4 ref5 ref6 ref7">4&#x2013;7</xref>). In the context of limited healthcare resources, enhancing patients&#x2019; self-management of health is of urgent practical importance to reduce unplanned readmissions and optimize resource allocation (<xref ref-type="bibr" rid="ref8 ref9 ref10">8&#x2013;10</xref>).</p>
<p>However, the self-management status among patients with DLC in our country is concerning (<xref ref-type="bibr" rid="ref11">11</xref>). Research by Zhu et al. (<xref ref-type="bibr" rid="ref12">12</xref>) indicates that only 6.8% of patients demonstrate effective daily management. Interviews conducted by Li et al. (<xref ref-type="bibr" rid="ref13">13</xref>) reveal prevalent issues with medication adherence, including a lack of understanding of proper pharmacological use and self-discontinuation due to concerns about adverse drug reactions. Additionally, there is a significant demand for scientifically guided dietary management (<xref ref-type="bibr" rid="ref14 ref15 ref16">14&#x2013;16</xref>). Therefore, it is crucial for healthcare professionals to investigate the factors influencing this population&#x2019;s health self-management capabilities and to optimize intervention strategies accordingly to enhance their self-care levels (<xref ref-type="bibr" rid="ref17 ref18 ref19 ref20 ref21 ref22">17&#x2013;22</xref>).</p>
<p>In recent years, the field of chronic disease self-management research within the domestic healthcare sector has experienced rapid development, particularly concerning conditions such as hypertension (<xref ref-type="bibr" rid="ref23">23</xref>, <xref ref-type="bibr" rid="ref24">24</xref>), diabetes (<xref ref-type="bibr" rid="ref25 ref26 ref27">25&#x2013;27</xref>), coronary artery disease (<xref ref-type="bibr" rid="ref28">28</xref>, <xref ref-type="bibr" rid="ref29">29</xref>) chronic obstructive pulmonary disease (<xref ref-type="bibr" rid="ref30">30</xref>), and fatty liver (<xref ref-type="bibr" rid="ref31">31</xref>). However, the majority of studies focus on isolated aspects such as nutrition, diet, medication adherence, or psychological counseling. In contrast, research specifically targeting liver cirrhosis remains limited in scale and often fails to distinguish between compensated and decompensated stages (<xref ref-type="bibr" rid="ref32 ref33 ref34 ref35 ref36">32&#x2013;36</xref>). Given the significant differences in physical and mental health status between these stages, it is crucial to investigate whether self-management capabilities and influencing factors are consistent across stages.</p>
<p>To address this, this study employs a self-developed &#x201C;Self-Health Management Ability Assessment Scale for Patients with DLC&#x201D; to evaluate patients with DLC admitted to Shanxi Provincial People&#x2019;s Hospital in Shanxi Province, China. The objectives are to validate the scale&#x2019;s feasibility, identify key determinants affecting patients&#x2019; self-health management capacity, and propose targeted intervention strategies based on the findings, thereby providing evidence for personalized health management and precise clinical interventions. A schematic diagram of the research is shown in <xref ref-type="fig" rid="fig1">Figure 1</xref>.</p>
<fig position="float" id="fig1">
<label>Figure 1</label>
<caption>
<p>A schematic diagram in this research.</p>
</caption>
<graphic xlink:href="fpubh-13-1662613-g001.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">This flowchart outlines the process for developing intervention strategies for patients with decompensated liver cirrhosis. The process begins with random sampling and a survey, which utilizes a basic questionnaire and a self-health management scale. The scale's reliability and validity are confirmed using Cronbach's alpha and the KMO measure, and an assessment of the current situation is conducted via the self-health management scale using a 5-point Likert scoring method. Following this, influencing factors are analyzed through correlation, univariate, and multivariate analyses. The process concludes with the proposal of intervention strategies within a comprehensive prevention and control system.</alt-text>
</graphic>
</fig>
</sec>
<sec id="sec6">
<label>2</label>
<title>Research subjects and methods</title>
<sec id="sec7">
<label>2.1</label>
<title>Research subjects</title>
<sec id="sec8">
<label>2.1.1</label>
<title>Selection criteria for participants</title>
<p>A convenience sampling technique was employed to select hospitalized patients diagnosed with DLC at Shanxi Provincial People&#x2019;s Hospital from October 2024 to February 2025. Participants were administered a self-developed &#x201C;Self-Health Management Ability Assessment Scale for Patients with DLC&#x201D; and their responses were collected.</p>
</sec>
<sec id="sec9">
<label>2.1.2</label>
<title>Inclusion and exclusion criteria</title>
<sec id="sec10">
<label>2.1.2.1</label>
<title>Inclusion criteria</title>
<list list-type="simple">
<list-item>
<p>(1) Diagnosis of DLC according to the clinical guidelines (1) for cirrhosis management;</p>
</list-item>
<list-item>
<p>(2) Age &#x2265;18&#x202F;years;</p>
</list-item>
<list-item>
<p>(3) Awareness of their condition and voluntary informed consent;</p>
</list-item>
<list-item>
<p>(4) No prior participation in psychological surveys or intervention studies.</p>
</list-item>
</list>
</sec>
<sec id="sec11">
<label>2.1.2.2</label>
<title>Exclusion criteria</title>
<list list-type="simple">
<list-item>
<p>(1) Presence of severe dysfunction in cardiac, cerebral, renal, or other vital organs;</p>
</list-item>
<list-item>
<p>(2) Complete loss of self-care ability.</p>
</list-item>
</list>
</sec>
</sec>
<sec id="sec12">
<label>2.1.3</label>
<title>Sample size calculation</title>
<p>Based on the principle that the sample size for questionnaire surveys should be 5&#x2013;10 times the number of variables (with the current study having 39 variables), the initial sample size was estimated at 390 cases using the maximum multiplier (10 times). Considering a 10% invalid questionnaire rate, the final sample size was determined to be 429 cases. A total of 500 questionnaires were distributed, with 460 valid responses collected, resulting in a valid response rate of 92%. All the retrieved questionnaires were checked for completeness to ensure no missing items. The incomplete questionnaires were excluded.</p>
</sec>
</sec>
<sec id="sec13">
<label>2.2</label>
<title>Research methods</title>
<p>An electronic questionnaire survey was conducted via &#x201C;Questionnaire Star.&#x201D; The questionnaire was designed using the Delphi expert consultation method (<xref ref-type="bibr" rid="ref37">37</xref>), revised by specialists in the relevant field, to collect demographic data and clinical information related to disease diagnosis and treatment. This study received approval from the Ethical Committee of Shanxi Provincial People&#x2019;s Hospital in Shanxi Province, China (No. 804 in 2024).</p>
<sec id="sec14">
<label>2.2.1</label>
<title>Data collection methods</title>
<list list-type="simple">
<list-item>
<p>(1) Uniform training of investigators: two clinical pharmacists with the title of associate chief pharmacists from the Pharmacy Department of Shanxi Provincial People&#x2019;s Hospital served as experts to provide guidance. Through the training, each investigator was required to clearly understand the content of the questionnaire, the purpose of the investigation, master the methods of questionnaire inquiries, filling out forms, as well as the possible problems and corresponding solutions during the investigation, to ensure the consistency of the investigation;</p>
</list-item>
<list-item>
<p>(2) Informed consent: explaining the study significance to eligible patients and obtaining consent before proceeding;</p>
</list-item>
<list-item>
<p>(3) Standardized guidance: providing uniform instructions to thoroughly explain questionnaire requirements;</p>
</list-item>
<list-item>
<p>(4) Assistance with completion: for individuals with reading difficulties, investigators read and explained each item aloud and completed the questionnaire on their behalf according to their wishes.</p>
</list-item>
</list>
</sec>
<sec id="sec15">
<label>2.2.2</label>
<title>Research instruments</title>
<list list-type="simple">
<list-item>
<p>(1) Basic Information Questionnaire: covering gender, age, marital status, number of children, residential situation, place of residence, education level, occupational status, monthly household income, medical expense payment methods, healthcare burden, type of liver cirrhosis, use of anti-viral therapy, use of anti-fibrotic therapy, frequency of complications within 3&#x202F;months, duration of liver cirrhosis, family history of liver cirrhosis, smoking history, alcohol consumption history, comorbidities, and Child-Pugh classification.</p>
</list-item>
<list-item>
<p>(2) Self-Designed Assessment Scale: the &#x201C;Self-Health Management Ability Assessment Scale for Patients with DLC&#x201D; encompasses five dimensions&#x2014;cognitive ability, psychological status, behavioral lifestyle, social environment and treatment adherence&#x2014;with a total of 39 items. The Likert 5-level scoring method was used (1&#x202F;=&#x202F;&#x201C;Never&#x201D; to 5&#x202F;=&#x202F;&#x201C;Always&#x201D;), with the overall score calculated as the average of items; higher scores indicate stronger self-health management capacity.</p>
</list-item>
</list>
</sec>
</sec>
<sec id="sec16">
<label>2.3</label>
<title>Statistical methods</title>
<p>Data exported from &#x201C;Questionnaire Star&#x201D; were analyzed using SPSS 25.0. Quantitative data conforming to a normal distribution are expressed as <inline-formula>
<mml:math id="M1">
<mml:mover accent="true">
<mml:mi>x</mml:mi>
<mml:mo stretchy="true">&#x00AF;</mml:mo>
</mml:mover>
<mml:mo>&#x00B1;</mml:mo>
<mml:mi>s</mml:mi>
</mml:math>
</inline-formula>, while qualitative data are described using frequencies and percentages (%). Single-factor analysis utilized <italic>t</italic>-tests (binary variables) or ANOVA (multicategory variables); multivariate analysis employed multiple linear regression. <italic>p</italic>&#x202F;&#x003C;&#x202F;0.05 was considered statistically significant.</p>
</sec>
</sec>
<sec sec-type="results" id="sec17">
<label>3</label>
<title>Results</title>
<sec id="sec18">
<label>3.1</label>
<title>Reliability and validity assessment of the scale</title>
<p>This study is based on the theories of social cognition, self-efficacy, self-determination, disease risk factor accumulation, and health ecology model, laying a theoretical foundation for the construction of the self-management ability assessment system for patients with decompensated liver cirrhosis. During the scale development stage, based on literature review and Delphi expert consultation (with two rounds of evaluation by 15 experts), an assessment index system for the self-health management ability of patients with decompensated liver cirrhosis was constructed on the basis of the &#x201C;Self-Management Behavior Scale for Patients with Liver Cirrhosis&#x201D; compiled by Wang et al. (<xref ref-type="bibr" rid="ref33">33</xref>) Given that the scale is based on expert consensus, it possesses strong content validity. Consequently, this research focused solely on assessing internal consistency reliability (using Cronbach&#x2019;s alpha coefficient) and structural validity (using the KMO measure).</p>
<p>The reliability analysis results indicate that the overall scale&#x2019;s Cronbach&#x2019;s alpha coefficient is 0.94; the Cronbach&#x2019;s alpha coefficients for the primary dimensions range from 0.78 to 0.90 (<xref ref-type="table" rid="tab1">Table 1</xref>), demonstrating strong internal consistency for the entire scale and its subdomains.</p>
<table-wrap position="float" id="tab1">
<label>Table 1</label>
<caption>
<p>Reliability and validity assessment of the scale (<italic>n</italic>&#x202F;=&#x202F;460).</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th/>
<th align="center" valign="top">Cronbach&#x2019;s alpha coefficient (<italic>&#x03B1;</italic>)</th>
<th align="center" valign="top">KMO</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="middle">Cognitive abilities (Items 1&#x2013;5)</td>
<td align="char" valign="middle" char=".">0.90</td>
<td align="char" valign="middle" char=".">0.79</td>
</tr>
<tr>
<td align="left" valign="middle">Psychological status (Items 6&#x2013;8)</td>
<td align="char" valign="middle" char=".">0.85</td>
<td align="char" valign="middle" char=".">0.72</td>
</tr>
<tr>
<td align="left" valign="middle">Behavioral lifestyle (Items 9&#x2013;23)</td>
<td align="char" valign="middle" char=".">0.86</td>
<td align="char" valign="middle" char=".">0.88</td>
</tr>
<tr>
<td align="left" valign="middle">Social environment (Items 24&#x2013;26)</td>
<td align="char" valign="middle" char=".">0.78</td>
<td align="char" valign="middle" char=".">0.68</td>
</tr>
<tr>
<td align="left" valign="middle">Treatment adherence (Items 27&#x2013;39)</td>
<td align="char" valign="middle" char=".">0.87</td>
<td align="char" valign="middle" char=".">0.87</td>
</tr>
<tr>
<td align="left" valign="middle">Overall scale (Items 1&#x2013;39)</td>
<td align="char" valign="middle" char=".">0.94</td>
<td align="char" valign="middle" char=".">0.93</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>The construct validity assessment shows a KMO measure of 0.93 for the total scale; the KMO values for individual primary dimensions range from 0.68 to 0.88 (<xref ref-type="table" rid="tab1">Table 1</xref>), indicating that the scale is suitable for factor analysis.</p>
</sec>
<sec id="sec19">
<label>3.2</label>
<title>Scores across various dimensions of self-health management capacity in patients with DLC</title>
<p>The survey results (<xref ref-type="table" rid="tab2">Table 2</xref>) indicate that the overall self-management ability score among patients with DLC in Shanxi Province is 3.04&#x202F;&#x00B1;&#x202F;0.51 out of 5. The domain scores, ranked from highest to lowest, are as follows: social environment (3.42&#x202F;&#x00B1;&#x202F;0.56), treatment adherence (3.23&#x202F;&#x00B1;&#x202F;0.56), behavioral lifestyle (3.14&#x202F;&#x00B1;&#x202F;0.52), psychological status (2.69&#x202F;&#x00B1;&#x202F;0.79), and cognitive ability (2.17&#x202F;&#x00B1;&#x202F;0.74).</p>
<table-wrap position="float" id="tab2">
<label>Table 2</label>
<caption>
<p>Total score and dimension scores of the self-health management ability scale for patients with DLC (<italic>n</italic>&#x202F;=&#x202F;460).</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th/>
<th align="center" valign="top">Score (<inline-formula>
<mml:math id="M2">
<mml:mover accent="true">
<mml:mi>x</mml:mi>
<mml:mo stretchy="true">&#x00AF;</mml:mo>
</mml:mover>
<mml:mo>&#x00B1;</mml:mo>
<mml:mi>s</mml:mi>
</mml:math>
</inline-formula>)</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="middle">Cognitive abilities (Items 1&#x2013;5)</td>
<td align="char" valign="middle" char="&#x00B1;">2.17 &#x00B1; 0.74</td>
</tr>
<tr>
<td align="left" valign="middle">Psychological status (Items 6&#x2013;8)</td>
<td align="char" valign="middle" char="&#x00B1;">2.69 &#x00B1; 0.79</td>
</tr>
<tr>
<td align="left" valign="middle">Behavioral lifestyle (Items 9&#x2013;23)</td>
<td align="char" valign="middle" char="&#x00B1;">3.14 &#x00B1; 0.52</td>
</tr>
<tr>
<td align="left" valign="middle">Social environment (Items 24&#x2013;26)</td>
<td align="char" valign="middle" char="&#x00B1;">3.42 &#x00B1; 0.56</td>
</tr>
<tr>
<td align="left" valign="middle">Treatment adherence (Items 27&#x2013;39)</td>
<td align="char" valign="middle" char="&#x00B1;">3.23 &#x00B1; 0.56</td>
</tr>
<tr>
<td align="left" valign="middle">Overall scale (Items 1&#x2013;39)</td>
<td align="char" valign="middle" char="&#x00B1;">3.04 &#x00B1; 0.51</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="sec20">
<label>3.3</label>
<title>Analysis of factors influencing self-health management capacity in patients with DLC</title>
<sec id="sec21">
<label>3.3.1</label>
<title>Correlation analysis of factors affecting self-health management capacity in patients with DLC</title>
<p><xref ref-type="table" rid="tab3">Table 3</xref> demonstrates significant positive correlations among five domains&#x2014;cognitive ability, psychological status, behavioral lifestyle, social environment, and treatment adherence&#x2014;and their association with overall self-health management capacity in patients (<italic>p</italic>&#x202F;&#x003C;&#x202F;0.001).</p>
<list list-type="simple">
<list-item>
<p>(1) Correlation with overall capacity: cognitive ability, psychological status, behavioral lifestyle, and treatment adherence exhibit very strong positive correlations with total self-health management capacity (0.8&#x202F;&#x003C;&#x202F;<italic>r</italic>&#x202F;&#x2264;&#x202F;1); the social environment domain shows a strong positive correlation (0.6&#x202F;&#x003C;&#x202F;<italic>r</italic>&#x202F;&#x2264;&#x202F;0.8).</p>
</list-item>
<list-item>
<p>(2) Inter-domain correlations: cognitive ability correlates strongly with psychological status, behavioral lifestyle, and treatment adherence (0.6&#x202F;&#x003C;&#x202F;<italic>r</italic>&#x202F;&#x2264;&#x202F;0.8). Psychological status correlates strongly with behavioral lifestyle, social environment, and treatment adherence (0.6&#x202F;&#x003C;&#x202F;<italic>r</italic>&#x202F;&#x2264;&#x202F;0.8). Behavioral lifestyle correlates strongly with social environment and treatment adherence (0.6&#x202F;&#x003C;&#x202F;<italic>r</italic>&#x202F;&#x2264;&#x202F;0.8).</p>
</list-item>
</list>
<table-wrap position="float" id="tab3">
<label>Table 3</label>
<caption>
<p>Pearson correlation matrix of self-health management competence in patients with DLC (<italic>n</italic>&#x202F;=&#x202F;460).</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th/>
<th align="center" valign="top">Cognitive ability</th>
<th align="center" valign="top">Psychological status</th>
<th align="center" valign="top">Behavioral lifestyle</th>
<th align="center" valign="top">Social environment</th>
<th align="center" valign="top">Treatment adherence</th>
<th align="center" valign="top">Overall score</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="middle">Cognitive ability</td>
<td align="char" valign="middle" char=".">1.000</td>
<td align="char" valign="middle" char=".">0.777<sup>&#x002A;&#x002A;</sup></td>
<td align="char" valign="middle" char=".">0.687<sup>&#x002A;&#x002A;</sup></td>
<td align="char" valign="middle" char=".">0.561<sup>&#x002A;&#x002A;</sup></td>
<td align="char" valign="middle" char=".">0.689<sup>&#x002A;&#x002A;</sup></td>
<td align="char" valign="middle" char=".">0.856<sup>&#x002A;&#x002A;</sup></td>
</tr>
<tr>
<td align="left" valign="middle">Psychological status</td>
<td/>
<td align="char" valign="middle" char=".">1.000</td>
<td align="char" valign="middle" char=".">0.683<sup>&#x002A;&#x002A;</sup></td>
<td align="char" valign="middle" char=".">0.621<sup>&#x002A;&#x002A;</sup></td>
<td align="char" valign="middle" char=".">0.628<sup>&#x002A;&#x002A;</sup></td>
<td align="char" valign="middle" char=".">0.823<sup>&#x002A;&#x002A;</sup></td>
</tr>
<tr>
<td align="left" valign="middle">Behavioral lifestyle</td>
<td/>
<td/>
<td align="char" valign="middle" char=".">1.000</td>
<td align="char" valign="middle" char=".">0.611<sup>&#x002A;&#x002A;</sup></td>
<td align="char" valign="middle" char=".">0.648<sup>&#x002A;&#x002A;</sup></td>
<td align="char" valign="middle" char=".">0.899<sup>&#x002A;&#x002A;</sup></td>
</tr>
<tr>
<td align="left" valign="middle">Social environment</td>
<td/>
<td/>
<td/>
<td align="char" valign="middle" char=".">1.000</td>
<td align="char" valign="middle" char=".">0.518<sup>&#x002A;&#x002A;</sup></td>
<td align="char" valign="middle" char=".">0.699<sup>&#x002A;&#x002A;</sup></td>
</tr>
<tr>
<td align="left" valign="middle">Treatment adherence</td>
<td/>
<td/>
<td/>
<td/>
<td align="char" valign="middle" char=".">1.000</td>
<td align="char" valign="middle" char=".">0.876<sup>&#x002A;&#x002A;</sup></td>
</tr>
<tr>
<td align="left" valign="middle">Overall score</td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td align="char" valign="middle" char=".">1.000</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p><sup>&#x002A;&#x002A;</sup>Indicates <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001.</p>
</table-wrap-foot>
</table-wrap>
<p>These findings indicate that each domain and their interrelationships significantly influence patients&#x2019; overall self-health management capacity, providing a scientific basis for developing targeted and effective health intervention strategies.</p>
</sec>
<sec id="sec22">
<label>3.3.2</label>
<title>Univariate analysis of factors influencing self-health management capacity in patients with DLC</title>
<p>When the dependent variable is continuous, linear regression analysis is typically employed to examine the association between independent and dependent variables. Patient characteristics and univariate analysis of self-health management ability in DLC are presented in <xref ref-type="table" rid="tab4">Table 4</xref>. Among them, 263 cases were male (57.2%), and 197 cases were female (42.8%). The findings indicate that self-management levels are significantly correlated with age, marital status, number of children, residential situation, place of residence, educational level, occupational status, monthly household income, medical expense payment method, healthcare burden, whether anti-fibrotic therapy is administered, frequency of complications within 3&#x202F;months, duration of liver cirrhosis, smoking history, alcohol consumption history, comorbidities, and Child-Pugh classification (<italic>p</italic> &#x003C;&#x202F;0.05). The variance inflation factor (VIF) values for all variables were all below 5 (ranging from 1.048 to 4.317), suggesting the absence of severe multicollinearity issues.</p>
<table-wrap position="float" id="tab4">
<label>Table 4</label>
<caption>
<p>Patient characteristics and univariate analysis of self-health management ability in DLC (<italic>n</italic>&#x202F;=&#x202F;460).</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Factors</th>
<th align="left" valign="top">Variable assignment</th>
<th align="center" valign="top">Number of participants</th>
<th align="center" valign="top">Composition ratio (%)</th>
<th align="center" valign="top"><italic>t/F</italic></th>
<th align="center" valign="top"><italic>p</italic></th>
<th align="center" valign="top">VIF</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="middle" rowspan="2">Gender</td>
<td align="left" valign="middle">Female&#x202F;=&#x202F;0</td>
<td align="center" valign="middle">197</td>
<td align="center" valign="middle">42.82</td>
<td align="char" valign="middle" char="." rowspan="2">&#x2212;0.746</td>
<td align="char" valign="middle" char="." rowspan="2">0.456</td>
<td align="char" valign="middle" char="." rowspan="2">2.127</td>
</tr>
<tr>
<td align="left" valign="middle">Male&#x202F;=&#x202F;1</td>
<td align="center" valign="middle">263</td>
<td align="center" valign="middle">57.17</td>
</tr>
<tr>
<td align="left" valign="middle" rowspan="5">Age (years)</td>
<td align="left" valign="middle">Under 40&#x202F;=&#x202F;0</td>
<td align="center" valign="top">30</td>
<td align="center" valign="top">6.52</td>
<td align="char" valign="middle" char="." rowspan="5">2.487</td>
<td align="char" valign="middle" char="." rowspan="5">0.031</td>
<td align="char" valign="middle" char="." rowspan="5">2.471</td>
</tr>
<tr>
<td align="left" valign="top">41&#x2013;50&#x202F;=&#x202F;1</td>
<td align="center" valign="top">84</td>
<td align="center" valign="top">18.26</td>
</tr>
<tr>
<td align="left" valign="top">51&#x2013;60&#x202F;=&#x202F;2</td>
<td align="center" valign="top">140</td>
<td align="center" valign="top">30.43</td>
</tr>
<tr>
<td align="left" valign="top">61&#x2013;70&#x202F;=&#x202F;3</td>
<td align="center" valign="top">123</td>
<td align="center" valign="top">26.74</td>
</tr>
<tr>
<td align="left" valign="top">Over 70&#x202F;=&#x202F;4</td>
<td align="center" valign="top">83</td>
<td align="center" valign="top">18.04</td>
</tr>
<tr>
<td align="left" valign="middle" rowspan="4">Marital status</td>
<td align="left" valign="middle">Unmarried&#x202F;=&#x202F;0</td>
<td align="center" valign="top">9</td>
<td align="center" valign="top">1.96</td>
<td align="char" valign="middle" char="." rowspan="4">5.594</td>
<td align="char" valign="middle" char="." rowspan="4">0.001</td>
<td align="char" valign="middle" char="." rowspan="4">1.377</td>
</tr>
<tr>
<td align="left" valign="top">Married&#x202F;=&#x202F;1</td>
<td align="center" valign="top">405</td>
<td align="center" valign="top">88.04</td>
</tr>
<tr>
<td align="left" valign="top">Divorced&#x202F;=&#x202F;2</td>
<td align="center" valign="top">5</td>
<td align="center" valign="top">1.09</td>
</tr>
<tr>
<td align="left" valign="top">Widowed&#x202F;=&#x202F;3</td>
<td align="center" valign="top">41</td>
<td align="center" valign="top">8.91</td>
</tr>
<tr>
<td align="left" valign="middle" rowspan="5">Number of children</td>
<td align="left" valign="top">None&#x202F;=&#x202F;0</td>
<td align="center" valign="top">14</td>
<td align="center" valign="top">3.04</td>
<td align="char" valign="middle" char="." rowspan="5">19.927</td>
<td align="char" valign="middle" char="." rowspan="5">0.000</td>
<td align="char" valign="middle" char="." rowspan="5">1.521</td>
</tr>
<tr>
<td align="left" valign="top">One&#x202F;=&#x202F;1</td>
<td align="center" valign="top">130</td>
<td align="center" valign="top">28.26</td>
</tr>
<tr>
<td align="left" valign="top">Two&#x202F;=&#x202F;2</td>
<td align="center" valign="top">191</td>
<td align="center" valign="top">41.52</td>
</tr>
<tr>
<td align="left" valign="top">Three&#x202F;=&#x202F;3</td>
<td align="center" valign="top">90</td>
<td align="center" valign="top">19.57</td>
</tr>
<tr>
<td align="left" valign="top">More than three&#x202F;=&#x202F;4</td>
<td align="center" valign="top">35</td>
<td align="center" valign="top">7.61</td>
</tr>
<tr>
<td align="left" valign="middle" rowspan="3">Residential situation</td>
<td align="left" valign="middle">Living with spouse&#x202F;=&#x202F;0</td>
<td align="center" valign="middle">353</td>
<td align="center" valign="middle">76.74</td>
<td align="char" valign="middle" char="." rowspan="3">4.275</td>
<td align="char" valign="middle" char="." rowspan="3">0.005</td>
<td align="char" valign="middle" char="." rowspan="3">1.417</td>
</tr>
<tr>
<td align="left" valign="top">Living with children&#x202F;=&#x202F;1</td>
<td align="center" valign="top">87</td>
<td align="center" valign="top">18.91</td>
</tr>
<tr>
<td align="left" valign="top">Living alone&#x202F;=&#x202F;2</td>
<td align="center" valign="top">20</td>
<td align="center" valign="top">4.35</td>
</tr>
<tr>
<td align="left" valign="middle" rowspan="3">Place of residence</td>
<td align="left" valign="middle">Rural&#x202F;=&#x202F;0</td>
<td align="center" valign="middle">78</td>
<td align="center" valign="middle">16.96</td>
<td align="char" valign="middle" char="." rowspan="3">56.201</td>
<td align="char" valign="middle" char="." rowspan="3">0.000</td>
<td align="char" valign="middle" char="." rowspan="3">1.778</td>
</tr>
<tr>
<td align="left" valign="top">Township&#x202F;=&#x202F;1</td>
<td align="center" valign="top">138</td>
<td align="center" valign="top">30.00</td>
</tr>
<tr>
<td align="left" valign="top">Urban&#x202F;=&#x202F;2</td>
<td align="center" valign="top">244</td>
<td align="center" valign="top">53.04</td>
</tr>
<tr>
<td align="left" valign="middle" rowspan="4">Educational level</td>
<td align="left" valign="top">Primary school or below&#x202F;=&#x202F;0</td>
<td align="center" valign="top">167</td>
<td align="center" valign="top">36.30</td>
<td align="char" valign="middle" char="." rowspan="4">141.405</td>
<td align="char" valign="middle" char="." rowspan="4">0.000</td>
<td align="char" valign="middle" char="." rowspan="4">4.317</td>
</tr>
<tr>
<td align="left" valign="top">Junior high school&#x202F;=&#x202F;1</td>
<td align="center" valign="top">132</td>
<td align="center" valign="top">28.70</td>
</tr>
<tr>
<td align="left" valign="top">Senior high school or vocational school&#x202F;=&#x202F;2</td>
<td align="center" valign="top">116</td>
<td align="center" valign="top">25.22</td>
</tr>
<tr>
<td align="left" valign="top">University or above&#x202F;=&#x202F;3</td>
<td align="center" valign="top">45</td>
<td align="center" valign="top">9.78</td>
</tr>
<tr>
<td align="left" valign="middle" rowspan="3">Occupational status</td>
<td align="left" valign="top">Retired&#x202F;=&#x202F;0</td>
<td align="center" valign="top">103</td>
<td align="center" valign="top">22.39</td>
<td align="char" valign="middle" char="." rowspan="3">82.750</td>
<td align="char" valign="middle" char="." rowspan="3">0.000</td>
<td align="char" valign="middle" char="." rowspan="3">2.473</td>
</tr>
<tr>
<td align="left" valign="top">Employed&#x202F;=&#x202F;1</td>
<td align="center" valign="top">200</td>
<td align="center" valign="top">43.48</td>
</tr>
<tr>
<td align="left" valign="top">Unemployed&#x202F;=&#x202F;2</td>
<td align="center" valign="top">157</td>
<td align="center" valign="top">34.13</td>
</tr>
<tr>
<td align="left" valign="middle" rowspan="4">Monthly household income (RMB)</td>
<td align="left" valign="top">&#x003C;3,000&#x202F;=&#x202F;0</td>
<td align="center" valign="top">122</td>
<td align="center" valign="top">26.52</td>
<td align="char" valign="middle" char="." rowspan="4">150.027</td>
<td align="char" valign="middle" char="." rowspan="4">0.000</td>
<td align="char" valign="middle" char="." rowspan="4">3.956</td>
</tr>
<tr>
<td align="left" valign="top">3,000&#x2013;4,999&#x202F;=&#x202F;1</td>
<td align="center" valign="top">104</td>
<td align="center" valign="top">22.61</td>
</tr>
<tr>
<td align="left" valign="top">5,000&#x2013;10,000&#x202F;=&#x202F;2</td>
<td align="center" valign="top">218</td>
<td align="center" valign="top">47.39</td>
</tr>
<tr>
<td align="left" valign="top">&#x003E;10,000&#x202F;=&#x202F;3</td>
<td align="center" valign="top">16</td>
<td align="center" valign="top">3.48</td>
</tr>
<tr>
<td align="left" valign="middle" rowspan="2">Medical expense payment method</td>
<td align="left" valign="middle">Resident medical insurance&#x202F;=&#x202F;0</td>
<td align="center" valign="top">289</td>
<td align="center" valign="top">62.83</td>
<td align="char" valign="middle" char="." rowspan="2">&#x2212;15.930</td>
<td align="char" valign="middle" char="." rowspan="2">0.000</td>
<td align="char" valign="middle" char="." rowspan="2">3.510</td>
</tr>
<tr>
<td align="left" valign="middle">Employee medical insurance&#x202F;=&#x202F;1</td>
<td align="center" valign="top">171</td>
<td align="center" valign="top">37.17</td>
</tr>
<tr>
<td align="left" valign="middle" rowspan="4">Healthcare burden</td>
<td align="left" valign="top">No burden&#x202F;=&#x202F;0</td>
<td align="center" valign="top">26</td>
<td align="center" valign="top">5.65</td>
<td align="char" valign="middle" char="." rowspan="4">172.908</td>
<td align="char" valign="middle" char="." rowspan="4">0.000</td>
<td align="char" valign="middle" char="." rowspan="4">3.484</td>
</tr>
<tr>
<td align="left" valign="top">minimal burden&#x202F;=&#x202F;1</td>
<td align="center" valign="top">222</td>
<td align="center" valign="top">48.26</td>
</tr>
<tr>
<td align="left" valign="top">Moderate burden&#x202F;=&#x202F;2</td>
<td align="center" valign="top">175</td>
<td align="center" valign="top">38.04</td>
</tr>
<tr>
<td align="left" valign="top">high burden&#x202F;=&#x202F;3</td>
<td align="center" valign="top">37</td>
<td align="center" valign="top">8.04</td>
</tr>
<tr>
<td align="left" valign="middle" rowspan="5">Type of liver cirrhosis</td>
<td align="left" valign="top">Post-hepatitis cirrhosis&#x202F;=&#x202F;0</td>
<td align="center" valign="top">172</td>
<td align="center" valign="top">37.39</td>
<td align="char" valign="middle" char="." rowspan="5">2.174</td>
<td align="char" valign="middle" char="." rowspan="5">0.056</td>
<td align="char" valign="middle" char="." rowspan="5">2.271</td>
</tr>
<tr>
<td align="left" valign="top">Primary biliary cirrhosis&#x202F;=&#x202F;1</td>
<td align="center" valign="top">122</td>
<td align="center" valign="top">26.52</td>
</tr>
<tr>
<td align="left" valign="top">alcoholic cirrhosis&#x202F;=&#x202F;2</td>
<td align="center" valign="top">75</td>
<td align="center" valign="top">16.30</td>
</tr>
<tr>
<td align="left" valign="top">Other causes of cirrhosis (e.g., drug-induced)&#x202F;=&#x202F;3</td>
<td align="center" valign="top">2</td>
<td align="center" valign="top">0.43</td>
</tr>
<tr>
<td align="left" valign="top">Unknown&#x202F;=&#x202F;4</td>
<td align="center" valign="top">89</td>
<td align="center" valign="top">19.35</td>
</tr>
<tr>
<td align="left" valign="middle" rowspan="3">Use of anti-viral therapy</td>
<td align="left" valign="top">Never received&#x202F;=&#x202F;0</td>
<td align="center" valign="top">290</td>
<td align="center" valign="top">63.04</td>
<td align="char" valign="middle" char="." rowspan="3">1.490</td>
<td align="char" valign="middle" char="." rowspan="3">0.226</td>
<td align="char" valign="middle" char="." rowspan="3">2.448</td>
</tr>
<tr>
<td align="left" valign="top">Previously received&#x202F;=&#x202F;1</td>
<td align="center" valign="top">7</td>
<td align="center" valign="top">1.52</td>
</tr>
<tr>
<td align="left" valign="top">Currently undergoing treatment&#x202F;=&#x202F;2</td>
<td align="center" valign="top">163</td>
<td align="center" valign="top">35.43</td>
</tr>
<tr>
<td align="left" valign="middle" rowspan="3">Use of anti-fibrotic therapy</td>
<td align="left" valign="top">Never received&#x202F;=&#x202F;0</td>
<td align="center" valign="top">90</td>
<td align="center" valign="top">19.57</td>
<td align="char" valign="middle" char="." rowspan="3">5.371</td>
<td align="char" valign="middle" char="." rowspan="3">0.005</td>
<td align="char" valign="middle" char="." rowspan="3">1.171</td>
</tr>
<tr>
<td align="left" valign="top">Previously received&#x202F;=&#x202F;1</td>
<td align="center" valign="top">3</td>
<td align="center" valign="top">0.65</td>
</tr>
<tr>
<td align="left" valign="top">Currently undergoing treatment&#x202F;=&#x202F;2</td>
<td align="center" valign="top">367</td>
<td align="center" valign="top">79.78</td>
</tr>
<tr>
<td align="left" valign="middle" rowspan="3">Frequency of complications within 3&#x202F;months</td>
<td align="left" valign="top">Once&#x202F;=&#x202F;0</td>
<td align="center" valign="top">353</td>
<td align="center" valign="top">76.74</td>
<td align="char" valign="middle" char="." rowspan="3">3.119</td>
<td align="char" valign="middle" char="." rowspan="3">0.045</td>
<td align="char" valign="middle" char="." rowspan="3">1.143</td>
</tr>
<tr>
<td align="left" valign="top">Twice&#x202F;=&#x202F;1</td>
<td align="center" valign="top">86</td>
<td align="center" valign="top">18.70</td>
</tr>
<tr>
<td align="left" valign="top">More than three times&#x202F;=&#x202F;2</td>
<td align="center" valign="top">21</td>
<td align="center" valign="top">4.57</td>
</tr>
<tr>
<td align="left" valign="middle" rowspan="7">Primary complication type leading to this hospitalization</td>
<td align="left" valign="top">Esophagogastric variceal bleeding&#x202F;=&#x202F;0</td>
<td align="center" valign="top">310</td>
<td align="center" valign="top">67.39</td>
<td align="char" valign="middle" char="." rowspan="7">0.565</td>
<td align="char" valign="middle" char="." rowspan="7">0.784</td>
<td align="char" valign="middle" char="." rowspan="7">1.048</td>
</tr>
<tr>
<td align="left" valign="top">Ascites&#x202F;=&#x202F;1</td>
<td align="center" valign="top">53</td>
<td align="center" valign="top">11.52</td>
</tr>
<tr>
<td align="left" valign="top">Hypersplenism&#x202F;=&#x202F;2</td>
<td align="center" valign="top">26</td>
<td align="center" valign="top">5.65</td>
</tr>
<tr>
<td align="left" valign="top">Hepatic encephalopathy&#x202F;=&#x202F;3</td>
<td align="center" valign="top">32</td>
<td align="center" valign="top">6.96</td>
</tr>
<tr>
<td align="left" valign="top">Acute and chronic liver failure&#x202F;=&#x202F;4</td>
<td align="center" valign="top">20</td>
<td align="center" valign="top">4.35</td>
</tr>
<tr>
<td align="left" valign="top">Primary liver cancer&#x202F;=&#x202F;5</td>
<td align="center" valign="top">14</td>
<td align="center" valign="top">3.04</td>
</tr>
<tr>
<td align="left" valign="top">Hepatorenal syndrome&#x202F;=&#x202F;6</td>
<td align="center" valign="top">5</td>
<td align="center" valign="top">1.09</td>
</tr>
<tr>
<td align="left" valign="middle" rowspan="4">Duration of liver cirrhosis</td>
<td align="left" valign="top">Less than 1&#x202F;year&#x202F;=&#x202F;0</td>
<td align="center" valign="top">114</td>
<td align="center" valign="top">24.78</td>
<td align="char" valign="middle" char="." rowspan="4">2.717</td>
<td align="char" valign="middle" char="." rowspan="4">0.044</td>
<td align="char" valign="middle" char="." rowspan="4">1.757</td>
</tr>
<tr>
<td align="left" valign="top">1&#x2013;5&#x202F;years&#x202F;=&#x202F;1</td>
<td align="center" valign="top">137</td>
<td align="center" valign="top">29.78</td>
</tr>
<tr>
<td align="left" valign="top">5&#x2013;10&#x202F;years&#x202F;=&#x202F;2</td>
<td align="center" valign="top">103</td>
<td align="center" valign="top">22.39</td>
</tr>
<tr>
<td align="left" valign="top">over 10&#x202F;years&#x202F;=&#x202F;3</td>
<td align="center" valign="top">106</td>
<td align="center" valign="top">23.04</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="3">Previous hospitalizations due to liver cirrhosis</td>
<td align="left" valign="top">Once&#x202F;=&#x202F;0</td>
<td align="center" valign="top">36</td>
<td align="center" valign="top">7.83</td>
<td align="char" valign="middle" char="." rowspan="3">2.990</td>
<td align="char" valign="middle" char="." rowspan="3">0.051</td>
<td align="char" valign="middle" char="." rowspan="3">1.729</td>
</tr>
<tr>
<td align="left" valign="top">2&#x2013;3 times&#x202F;=&#x202F;1</td>
<td align="center" valign="top">84</td>
<td align="center" valign="top">18.26</td>
</tr>
<tr>
<td align="left" valign="top">More than 3 times&#x202F;=&#x202F;2</td>
<td align="center" valign="top">340</td>
<td align="center" valign="top">73.91</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="2">Family history of liver disease</td>
<td align="left" valign="top">No&#x202F;=&#x202F;0</td>
<td align="center" valign="top">409</td>
<td align="center" valign="top">88.91</td>
<td align="char" valign="middle" char="." rowspan="2">0.516</td>
<td align="char" valign="middle" char="." rowspan="2">0.606</td>
<td align="char" valign="middle" char="." rowspan="2">1.192</td>
</tr>
<tr>
<td align="left" valign="top">Yes&#x202F;=&#x202F;1</td>
<td align="center" valign="top">51</td>
<td align="center" valign="top">11.09</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="3">Smoking history</td>
<td align="left" valign="top">Never smoked&#x202F;=&#x202F;0</td>
<td align="center" valign="top">319</td>
<td align="center" valign="top">69.35</td>
<td align="char" valign="middle" char="." rowspan="3">3.733</td>
<td align="char" valign="middle" char="." rowspan="3">0.025</td>
<td align="char" valign="middle" char="." rowspan="3">2.479</td>
</tr>
<tr>
<td align="left" valign="top">Former smoker (quit)&#x202F;=&#x202F;1</td>
<td align="center" valign="top">81</td>
<td align="center" valign="top">17.61</td>
</tr>
<tr>
<td align="left" valign="top">Current smoker&#x202F;=&#x202F;2</td>
<td align="center" valign="top">60</td>
<td align="center" valign="top">13.04</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="3">Alcohol consumption history</td>
<td align="left" valign="top">Never drank&#x202F;=&#x202F;0</td>
<td align="center" valign="top">334</td>
<td align="center" valign="top">72.61</td>
<td align="char" valign="middle" char="." rowspan="3">7.456</td>
<td align="char" valign="middle" char="." rowspan="3">0.001</td>
<td align="char" valign="middle" char="." rowspan="3">2.676</td>
</tr>
<tr>
<td align="left" valign="top">Former drinker (quit)&#x202F;=&#x202F;1</td>
<td align="center" valign="top">107</td>
<td align="center" valign="top">23.26</td>
</tr>
<tr>
<td align="left" valign="top">Current drinker&#x202F;=&#x202F;2</td>
<td align="center" valign="top">19</td>
<td align="center" valign="top">4.13</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="2">Comorbidities</td>
<td align="left" valign="top">No&#x202F;=&#x202F;0</td>
<td align="center" valign="top">240</td>
<td align="center" valign="top">52.17</td>
<td align="char" valign="middle" char="." rowspan="2">2.699</td>
<td align="char" valign="middle" char="." rowspan="2">0.007</td>
<td align="char" valign="middle" char="." rowspan="2">1.140</td>
</tr>
<tr>
<td align="left" valign="top">Yes&#x202F;=&#x202F;1</td>
<td align="center" valign="top">220</td>
<td align="center" valign="top">47.83</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="3">Child-Pugh classification</td>
<td align="left" valign="top">Grade A&#x202F;=&#x202F;0</td>
<td align="center" valign="top">3</td>
<td align="center" valign="top">0.65</td>
<td align="char" valign="middle" char="." rowspan="3">43.000</td>
<td align="char" valign="middle" char="." rowspan="3">0.000</td>
<td align="char" valign="middle" char="." rowspan="3">1.207</td>
</tr>
<tr>
<td align="left" valign="top">Grade B&#x202F;=&#x202F;1</td>
<td align="center" valign="top">350</td>
<td align="center" valign="top">76.09</td>
</tr>
<tr>
<td align="left" valign="top">Grade C&#x202F;=&#x202F;2</td>
<td align="center" valign="top">107</td>
<td align="center" valign="top">23.26</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="sec23">
<label>3.3.3</label>
<title>Multivariate analysis of factors influencing self-health management capacity in DLC patients</title>
<p>Initially, potential relevant predictors were preliminarily identified based on univariate analysis results (<italic>p</italic> &#x003C;&#x202F;0.05). Subsequently, all candidate variables underwent multicollinearity assessment through VIF (VIF&#x202F;&#x003C;&#x202F;5). Furthermore, based on literature (<xref ref-type="bibr" rid="ref17">17</xref>), we removed five variables considered less relevant to self-management ability (e.g., age and number of children). Eventually, 12 key variables were retained for the multivariate linear regression analysis to explore the determinants affecting self-management levels in DLC patients (<xref ref-type="table" rid="tab5">Table 5</xref>).</p>
<table-wrap position="float" id="tab5">
<label>Table 5</label>
<caption>
<p>Multivariate linear regression analysis of factors affecting self-health management capacity in patients with DLC (<italic>n</italic>&#x202F;=&#x202F;460).</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Dependent variable</th>
<th align="center" valign="top">Independent variable</th>
<th align="center" valign="top">Beta</th>
<th align="center" valign="top"><italic>t</italic></th>
<th align="center" valign="top"><italic>p</italic></th>
<th align="center" valign="top">VIF</th>
<th align="center" valign="top"><italic>R</italic><sup>2</sup>
</th>
<th align="center" valign="top"><italic>F</italic></th>
<th align="center" valign="top"><italic>p</italic></th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="middle" rowspan="12">Self-health management ability score of patients with DLC</td>
<td align="left" valign="middle">Marital status</td>
<td align="char" valign="middle" char=".">&#x2212;0.041</td>
<td align="char" valign="middle" char=".">&#x2212;1.517</td>
<td align="char" valign="middle" char=".">0.130</td>
<td align="char" valign="top" char=".">1.083</td>
<td align="char" valign="middle" char=".">0.688</td>
<td align="char" valign="middle" char=".">85.315</td>
<td align="char" valign="middle" char=".">0.000</td>
</tr>
<tr>
<td align="left" valign="middle">Educational level</td>
<td align="char" valign="middle" char=".">0.357</td>
<td align="char" valign="middle" char=".">8.906</td>
<td align="char" valign="middle" char=".">0.000</td>
<td align="char" valign="top" char=".">2.365</td>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="middle">Occupational status</td>
<td align="char" valign="middle" char=".">&#x2212;0.106</td>
<td align="char" valign="middle" char=".">&#x2212;3.792</td>
<td align="char" valign="middle" char=".">0.000</td>
<td align="char" valign="top" char=".">1.147</td>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="middle">Monthly household income</td>
<td align="char" valign="middle" char=".">0.246</td>
<td align="char" valign="middle" char=".">4.912</td>
<td align="char" valign="middle" char=".">0.000</td>
<td align="char" valign="top" char=".">3.698</td>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="middle">Healthcare burden</td>
<td align="char" valign="middle" char=".">&#x2212;0.185</td>
<td align="char" valign="middle" char=".">&#x2212;3.990</td>
<td align="char" valign="middle" char=".">0.000</td>
<td align="char" valign="top" char=".">3.173</td>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="middle">Use of anti-fibrotic therapy</td>
<td align="char" valign="middle" char=".">0.037</td>
<td align="char" valign="middle" char=".">1.383</td>
<td align="char" valign="middle" char=".">0.167</td>
<td align="char" valign="middle" char=".">1.061</td>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="middle">Frequency of complications within 3&#x202F;months</td>
<td align="char" valign="middle" char=".">0.003</td>
<td align="char" valign="middle" char=".">0.102</td>
<td align="char" valign="middle" char=".">0.919</td>
<td align="char" valign="middle" char=".">1.068</td>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="middle">Duration of liver cirrhosis</td>
<td align="char" valign="middle" char=".">0.063</td>
<td align="char" valign="middle" char=".">2.344</td>
<td align="char" valign="middle" char=".">0.020</td>
<td align="char" valign="middle" char=".">1.056</td>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="middle">Smoking history</td>
<td align="char" valign="middle" char=".">&#x2212;0.034</td>
<td align="char" valign="middle" char=".">&#x2212;0.898</td>
<td align="char" valign="middle" char=".">0.370</td>
<td align="char" valign="middle" char=".">2.157</td>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="middle">Alcohol consumption history</td>
<td align="char" valign="middle" char=".">&#x2212;0.174</td>
<td align="char" valign="middle" char=".">&#x2212;4.414</td>
<td align="char" valign="middle" char=".">0.000</td>
<td align="char" valign="top" char=".">2.285</td>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="middle">Comorbidities</td>
<td align="char" valign="middle" char=".">&#x2212;0.073</td>
<td align="char" valign="middle" char=".">&#x2212;2.709</td>
<td align="char" valign="middle" char=".">0.007</td>
<td align="char" valign="top" char=".">1.074</td>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="middle">Child-Pugh classification</td>
<td align="char" valign="middle" char=".">&#x2212;0.169</td>
<td align="char" valign="middle" char=".">&#x2212;5.921</td>
<td align="char" valign="middle" char=".">0.000</td>
<td align="char" valign="top" char=".">1.192</td>
<td/>
<td/>
<td/>
</tr>
</tbody>
</table>
</table-wrap>
<p>The model&#x2019;s coefficient of determination (<italic>R</italic><sup>2</sup>) was 0.688, indicating a high degree of fit, with the selected predictors accounting for 68.8% of the variance in self-management scores. The <italic>F</italic> was 85.315 with <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001, demonstrating the overall statistical significance of the model, whereby variations in independent variables significantly influence patients&#x2019; self-management scores.</p>
<p>Results from the multivariate regression indicate that educational level, occupational status, monthly household income, healthcare burden, duration of liver cirrhosis, alcohol consumption history, comorbidities, and Child-Pugh classification are significant factors affecting self-health management capacity in DLC patients in Shanxi Province (<italic>p</italic>&#x202F;&#x003C;&#x202F;0.05). Specifically, higher educational levels, greater household income, and longer disease duration are positively correlated with self-management scores (positive Beta coefficients). Conversely, occupational status, healthcare burden, alcohol use history, comorbidities, and Child-Pugh grades are negatively correlated with self-health management capacity (negative Beta coefficients).</p>
</sec>
</sec>
</sec>
<sec sec-type="discussion" id="sec24">
<label>4</label>
<title>Discussion</title>
<sec id="sec25">
<label>4.1</label>
<title>Current status of self-health management ability of patients with DLC</title>
<p>In this study, the self-developed &#x201C;Self-Health Management Ability Assessment Scale for Patients with DLC&#x201D; was used to conduct on-site evaluation of patients with DLC who were hospitalized in Shanxi Provincial People&#x2019;s Hospital in Shanxi Province, China, from October 2024 to February 2025. The results showed that the average score of patients&#x2019; self-health management ability was 3.04&#x202F;&#x00B1;&#x202F;0.51, which was at the lower middle level overall. In the dimensions of &#x201C;social environment,&#x201D; &#x201C;treatment compliance&#x201D; and &#x201C;behavior and lifestyle,&#x201D; the patients performed relatively well, indicating that they were able to obtain effective family support, follow the doctor&#x2019;s instructions, take medication in accordance with the prescribed schedule, dosage, and treatment course, and seek medical attention in time when symptoms such as gastric discomfort, hematemesis, progressive increase in abdominal circumference or edema of the lower limbs occurred, and pay attention to daily diet and lifestyle management. However, the low scores of patients in the dimensions of &#x201C;cognitive ability&#x201D; and &#x201C;psychological status&#x201D; suggest that they have insufficient opportunities to participate in health education, and there is a common psychological stress and cognitive impairment related to the disease.</p>
</sec>
<sec id="sec26">
<label>4.2</label>
<title>Correlation and key influencing factors of self-health management ability of patients with DLC</title>
<p>Based on the results of the correlation analysis, &#x201C;behavioral lifestyle&#x201D; and &#x201C;treatment compliance&#x201D; showed the most significant correlation with the total score of patients&#x2019; self-health management ability, clearly indicating that these two factors are the core controllable targets influencing the self-management efficacy of patients with DLC. This finding provides a crucial empirical basis for the subsequent construction of precise and structured intervention strategies.</p>
<p>The self-health management ability of patients with DLC is affected by multiple factors. Education level, occupational status, monthly family income, healthcare burden, duration of liver cirrhosis, alcohol consumption history, comorbidities, and Child-Pugh classification were key influencing factors. The research findings align with existing scholarly literature (<xref ref-type="bibr" rid="ref17 ref18 ref19 ref20 ref21">17&#x2013;21</xref>) and provide a theoretical basis for the formulation of precise and stratified intervention strategies. The analysis of the influencing factors is as follows:</p>
<list list-type="simple">
<list-item>
<p>(1) Education level: patients with higher education level showed better self-health management ability. This is closely related to its strong ability to acquire health knowledge, understand and actively learn, so that it can manage health more effectively. Patients with a low level of education are relatively under-educated in this regard. Although it is a long-term goal to improve the cultural literacy of the whole people, it is possible to improve the health concept of patients with DLC and improve their management ability by strengthening targeted health education and knowledge popularization.</p>
</list-item>
<list-item>
<p>(2) Occupational status: occupational status has a significant impact on self-health management ability. The ability of retired patients to manage their own health is relatively high, while that of unemployed patients is lower. The reason may be that retired patients usually have a relatively high education level and income level, and are more willing to invest time and energy in learning about liver cirrhosis, and have a certain understanding of complication prevention and drug effects. Unemployed patients often have a higher incidence of complications and limited management ability due to low education level, lack of disease knowledge, and insufficient awareness of complication prevention. In addition, financial pressure may prompt unemployed patients to stop taking their medication without medical advice or to believe in unproven remedies, which seriously affects the treatment outcome and health.</p>
</list-item>
<list-item>
<p>(3) Monthly household income: the monthly household income was positively correlated with self-health management ability. Higher incomes provide economic guarantee for patients and make them more able to follow up with treatment requirements, such as regular follow-ups, adherence to doctor&#x2019;s orders, and standardized medication, and avoid discontinuation or abandonment of treatment due to financial pressure.</p>
</list-item>
<list-item>
<p>(4) Healthcare burden: the heavier the healthcare burden, the lower the patient&#x2019;s ability to manage their own health. Heavy financial pressures not only directly affect patients, but can also weaken family members&#x2019; support for their treatment. Therefore, medical staff should focus on low-income and unemployed patient groups with heavy healthcare burden, strengthen health education, and reduce the frequency of hospitalization due to complications by improving their self-health management level, so as to avoid further aggravation of medical burden.</p>
</list-item>
<list-item>
<p>(5) Duration of liver cirrhosis: with the prolongation of the course of the disease, the patient&#x2019;s self-health management ability has been improved. The long-term course of the disease provides patients with more opportunities to receive health guidance from medical professionals, accumulate disease-related knowledge, and deepen their understanding of the importance of self-health management. It is suggested that health education and medication guidance for patients with liver cirrhosis should be carried out in a planned and phased manner, relevant knowledge should be popularized, a scientific and healthy lifestyle should be advocated, and the positive role of health education should be fully played.</p>
</list-item>
<list-item>
<p>(6) Alcohol consumption history: alcohol consumption history is a key factor affecting patients&#x2019; self-health management ability. The liver function of patients with DLC has been severely impaired, and long-term heavy alcohol consumption will further increase the burden on the liver, resulting in poor health management effect. Therefore, it must be emphasized that patients with cirrhosis should strictly follow the doctor&#x2019;s instructions to abstain from alcohol in order to improve the quality of life.</p>
</list-item>
<list-item>
<p>(7) Comorbidities: the higher the number of comorbidities, the lower the level of self-health management of patients. The increase in comorbidities leads to more complex medication regimens, overlapping symptoms, and an increase in the amount of health and disease knowledge that patients need to master. This, in turn, raises the requirements for their self-management ability. The two factors interact with each other, easily leading to a vicious cycle of poor management results. It is suggested to implement individualized health follow-up, and carry out targeted health education and supervision based on the specific conditions of the patients, in order to improve their self-management level.</p>
</list-item>
<list-item>
<p>(6) Child-Pugh classification: the Child-Pugh classification is an important clinical indicator to evaluate the severity of liver reserve function in patients with liver cirrhosis (grade A is the mildest, grade C is the heaviest). The higher the grade (i.e., the worse the liver function), the lower the patient&#x2019;s level of self-management. This may be due to the fact that exacerbations are accompanied by multiple complications that increase the need for self-management; At the same time, decompensated symptoms such as abdominal distension, fatigue, and sleep disturbance consume patients&#x2019; energy and weaken their management ability. Therefore, on the basis of fully understanding their own health status, patients should have regular physical examinations to assess their conditions, strictly follow the doctor&#x2019;s instructions and timely adjust the treatment plan. At the same time, they should make scientific adjustments to their diet structure, behavioral lifestyle, and exercise regimen, establish and follow an effective self-management plan, in order to reduce complications and improve the quality of life.</p>
</list-item>
</list>
</sec>
<sec id="sec27">
<label>4.3</label>
<title>Prospects and limitations</title>
<p>Based on the results of correlation analysis and key influencing factors, we propose targeted precision intervention strategies to enhance the self-health management ability of patients with DLC in Shanxi Province. This involves transitioning from traditional hospital-centric models to a stratified, intelligent, and community-integrated comprehensive prevention and control system. Specific measures include: (1) leveraging the AI-powered digital pharmacist services implemented by the Pharmacy Department of Shanxi Provincial People&#x2019;s Hospital&#x2014;covering intelligent medication management and personalized pharmaceutical consultations&#x2014;to promote the downward transfer of digital resources from provincial hospitals to grassroots levels, and achieve intelligent medication warning and systematic long-term follow-up for high-risk patients; (2) establish a stratified health education system based on educational level and clinical stage, utilize resources such as health science popularization videos released by the WeChat official account of Shanxi Provincial People&#x2019;s Hospital, to enhance health education for people with low educational levels. The core lies in extending the multidisciplinary collaboration (MDT) model to the community, using co-morbidity management as the entry point, integrating resources from multiple disciplines such as liver diseases, cardiovascular diseases, endocrinology, and pharmacy, to develop individualized comprehensive management plans for patients with multiple chronic diseases; (3) establish precise prevention and control mechanisms for key populations such as those with low income and high risk of alcohol dependence, and fully implement comprehensive and integrated management strategies in their co-morbidity screening, intervention plan formulation, and long-term follow-up management, fundamentally avoiding the limitations of single disease management. Through these strategies, promote the liver cirrhosis management model to shift from being mainly based on medical intervention to being centered on community health governance, and comprehensively enhance the public health prevention and control effect of liver cirrhosis.</p>
<p>It should be noted that this study has some limitations. Due to the sampling method and the hierarchical diagnosis and treatment system, the proportion of mild patients from grassroots medical institutions in the sample is relatively low, and the case composition of grassroots patients mainly consists of difficult and critical cases. Therefore, although the sample of this study fully reflects the typical case characteristics of the provincial-level medical treatment center and has good representativeness for similar provincial-level medical institutions, the results should still be interpreted with caution when applied to primary medical institutions. Future research will further verify the application effect and promotion value of this questionnaire by increasing the sample size and conducting multi-center cross-regional surveys.</p>
</sec>
</sec>
<sec sec-type="conclusions" id="sec28">
<label>5</label>
<title>Conclusion</title>
<p>The self-health management ability of patients with DLC in Shanxi Province is at a moderately low level and needs to be improved urgently. Education level, occupational status, monthly family income, healthcare burden, duration of liver cirrhosis, alcohol consumption history, comorbidities, and Child-Pugh classification are the key factors affecting their self-health management ability. Based on this, a precise intervention strategy is proposed to enhance the public health prevention and control effect of liver cirrhosis: transitioning from traditional hospital-centric models to a stratified, intelligent, and community-integrated comprehensive prevention and control system.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="sec29">
<title>Data availability statement</title>
<p>The raw data supporting the conclusions of this article will be made available by the authors, without undue reservation.</p>
</sec>
<sec sec-type="ethics-statement" id="sec30">
<title>Ethics statement</title>
<p>The studies involving humans were approved by Ethical Committee of Shanxi Provincial People&#x2019;s Hospital in Shanxi Province, China. The studies were conducted in accordance with the local legislation and institutional requirements. The participants provided their written informed consent to participate in this study.</p>
</sec>
<sec sec-type="author-contributions" id="sec31">
<title>Author contributions</title>
<p>FL: Data curation, Methodology, Writing &#x2013; review &#x0026; editing, Writing &#x2013; original draft. JW: Methodology, Supervision, Data curation, Conceptualization, Investigation, Writing &#x2013; original draft. HW: Writing &#x2013; review &#x0026; editing, Supervision, Funding acquisition.</p>
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<title>Conflict of interest</title>
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</ref-list><fn-group><fn id="fn0001" fn-type="custom" custom-type="edited-by"><p>Edited by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/264090/overview">Christiane Stock</ext-link>, Charit&#x00E9; &#x2013; Universit&#x00E4;tsmedizin Berlin, Germany</p></fn>
<fn id="fn0002" fn-type="custom" custom-type="reviewed-by"><p>Reviewed by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/668773/overview">Maria Valeria Jimenez-Baez</ext-link>, Mexican Social Security Institute, Mexico; <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/2129576/overview">Xinli Zhang</ext-link>, Sichuan University, China</p></fn></fn-group></back>
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