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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Psychiatry</journal-id>
<journal-title>Frontiers in Psychiatry</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Psychiatry</abbrev-journal-title>
<issn pub-type="epub">1664-0640</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fpsyt.2025.1658354</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Psychiatry</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Analysis of characteristics among unemployed callers to the psychological support hotline in Beijing</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" equal-contrib="yes">
<name>
<surname>Li</surname>
<given-names>Xingxue</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="author-notes" rid="fn003">
<sup>&#x2020;</sup>
</xref>
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<contrib contrib-type="author" equal-contrib="yes">
<name>
<surname>Liu</surname>
<given-names>Zikang</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<xref ref-type="author-notes" rid="fn003">
<sup>&#x2020;</sup>
</xref>
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<contrib contrib-type="author" equal-contrib="yes">
<name>
<surname>Wu</surname>
<given-names>Tong</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="author-notes" rid="fn003">
<sup>&#x2020;</sup>
</xref>
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<contrib contrib-type="author">
<name>
<surname>Yuan</surname>
<given-names>Zhe</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
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<contrib contrib-type="author">
<name>
<surname>Wang</surname>
<given-names>Wei</given-names>
</name>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Zhao</surname>
<given-names>Liting</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
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<contrib contrib-type="author">
<name>
<surname>Yang</surname>
<given-names>Shuchang</given-names>
</name>
<xref ref-type="aff" rid="aff6">
<sup>6</sup>
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<contrib contrib-type="author" corresp="yes">
<name>
<surname>Liang</surname>
<given-names>Hong</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
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<aff id="aff1">
<sup>1</sup>
<institution>Beijing Suicide Research and Prevention Center, Beijing Huilongguan Hospital</institution>, <addr-line>Beijing</addr-line>,&#xa0;<country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>World Health Organization Collaborating Center for Research and Training in Suicide Prevention</institution>, <addr-line>Beijing</addr-line>,&#xa0;<country>China</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Graduate School, Chengde Medical University</institution>, <addr-line>Chengde</addr-line>,&#xa0;<country>China</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>Faculty of Psychology, Tianjin Normal University</institution>, <addr-line>Tianjin</addr-line>,&#xa0;<country>China</country>
</aff>
<aff id="aff5">
<sup>5</sup>
<institution>Mental Health Education Center, Baoding Institute of Technology</institution>, <addr-line>Baoding, Hebei</addr-line>,&#xa0;<country>China</country>
</aff>
<aff id="aff6">
<sup>6</sup>
<institution>Psychology and Language Science, Univeristy College London</institution>, <addr-line>London</addr-line>,&#xa0;<country>United Kingdom</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: V&#xed;ctor Manuel Lopez-Guerra, Universidad T&#xe9;cnica Particular de Loja, Ecuador</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1509211/overview">Haidong Song</ext-link>, Affiliated Mental Health Center Zhejiang University School of Medicine, China</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1908121/overview">Qingqing Xu</ext-link>, Qingdao University, China</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Hong Liang, <email xlink:href="mailto:lianghong0102@126.com">lianghong0102@126.com</email>
</p>
</fn>
<fn fn-type="equal" id="fn003">
<p>&#x2020;These authors have contributed equally to this work and share first authorship</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>25</day>
<month>08</month>
<year>2025</year>
</pub-date>
<pub-date pub-type="collection">
<year>2025</year>
</pub-date>
<pub-date pub-type="ecorrected">
<day>30</day>
<month>09</month>
<year>2025</year>
</pub-date>
<volume>16</volume>
<elocation-id>1658354</elocation-id>
<history>
<date date-type="received">
<day>02</day>
<month>07</month>
<year>2025</year>
</date>
<date date-type="accepted">
<day>30</day>
<month>07</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2025 Li, Liu, Wu, Yuan, Wang, Zhao, Yang and Liang.</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Li, Liu, Wu, Yuan, Wang, Zhao, Yang and Liang</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). 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.</p>
</license>
</permissions>
<abstract>
<sec>
<title>Introduction</title>
<p>Unemployment constitutes a significant social stressor that systematically impairs individuals&#x2019; psychological adaptive capacity. It serves as an independent risk factor for mental health deterioration, significantly elevating the risks of depressive disorders, suicidal ideation, and related conditions. This study analyzes characteristics and mental health status of unemployed callers through psychological support hotline data, aiming to identify underlying psychological risk factors.</p>
</sec>
<sec>
<title>Methods</title>
<p>A retrospective analysis was conducted on the general demographic data, primary concerns, and mental health status of unemployed callers to the Beijing Psychological Support Hotline from 2020 to 2023. Group comparisons were stratified by age and gender. Logistic regression models were used to identify factors associated with mental health outcomes.</p>
</sec>
<sec>
<title>Results</title>
<p>The study included 9,002 call records from unemployed individuals, with 60.3% being female, 70.1% aged between 19 and 29, 73.2% unmarried, and 64.8% having no more than 15 years of education. Callers aged 19&#x2013;29 years reported significantly higher proportions of non-familial interpersonal issues (<italic>&#x3c7;</italic>&#xb2;=8.03<italic>, P</italic>&lt;0.01), depressive symptoms (<italic>&#x3c7;</italic>&#xb2;=7.48<italic>, P</italic>&lt;0.01), and psychiatric symptoms (<italic>&#x3c7;</italic>&#xb2;=7.04<italic>, P</italic>&lt;0.01) compared to those aged 30&#x2013;59 years. Female callers (OR=1.50) exhibited higher susceptibility to suicidal ideation, hopelessness, and depression; individuals aged 30&#x2013;59 years (OR=0.34-0.80<italic>, P</italic>&lt;0.05) and those with prior psychiatric diagnoses (OR=0.66) demonstrated lower suicidal ideation risk; unmarried/divorced callers showed elevated hopelessness (OR=1.30-1.63), psychological distress (OR=1.39) and depression (OR=1.57); callers with &#x2265;it years of education had lower levels of hopelessness, distress, and depression (OR=0.68-0.89<italic>, P</italic>&lt;0.05); and daytime callers (8:00-23:00) exhibited lower hopelessness levels (OR=0.68-0.80<italic>, P</italic>&lt;0.05).</p>
</sec>
<sec>
<title>Conclusions</title>
<p>Unemployed callers who are female, aged 19&#x2013;29 or unmarried/divorced exhibited higher levels of psychological distress and suicide risk. Notably, while callers with a history of psychiatric diagnoses reported lower levels of suicidal ideation, they demonstrated higher levels of hopelessness and depressive symptoms. These findings warrant attention, and hotline services should implement timely identification, psychological support, and targeted interventions to effectively alleviate psychological distress and reduce potential suicide risk in these high-risk groups.</p>
</sec>
</abstract>
<kwd-group>
<kwd>psychological support hotline</kwd>
<kwd>unemployment</kwd>
<kwd>mental health</kwd>
<kwd>characteristics</kwd>
<kwd>risk factors</kwd>
</kwd-group>
<counts>
<fig-count count="1"/>
<table-count count="3"/>
<equation-count count="0"/>
<ref-count count="63"/>
<page-count count="11"/>
<word-count count="4985"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-in-acceptance</meta-name>
<meta-value>Public Mental Health</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<label>1</label>
<title>Introduction</title>
<p>Employment, as a core element of socioeconomic development, is not only a critical pathway for individuals to achieve economic independence and self-fulfillment but also a cornerstone for national stability and prosperity. Employment provides individuals with a stable income source, facilitates career development, maximizes personal potential (<xref ref-type="bibr" rid="B1">1</xref>), and enhances self-identity and sense of social belonging (<xref ref-type="bibr" rid="B2">2</xref>). From a societal perspective, full employment contributes to expanding domestic demand, reducing social inequality, and maintaining social harmony and stability (<xref ref-type="bibr" rid="B3">3</xref>).</p>
<p>In recent years, rapid changes in the global economic environment and labor market instability have made unemployment a critical issue in the field of global public health. Multiple shocks, such as the COVID-19 pandemic, geopolitical conflicts, and technological transformations, have resulted in uneven global economic recovery and exacerbated unemployment issues. The ILO&#x2019;s *World Employment and Social Outlook: Trends 2025* report indicates that global economic growth is slowing, making a full recovery of labor markets increasingly difficult. In 2024, global employment grew in line with labor force expansion, with the unemployment rate stabilizing at 5%. However, youth unemployment showed minimal improvement, remaining at 12.6%&#xa0;(<xref ref-type="bibr" rid="B4">4</xref>). Against the backdrop of economic restructuring and intensifying market competition, many individuals are confronting job instability and employment challenges.</p>
<p>Unemployment has profound negative effects on individuals&#x2019; mental health (<xref ref-type="bibr" rid="B5">5</xref>).Studies showed shown that economic stressors such as unemployment are major contributors to depression, anxiety, substance abuse, suicide, and other mental health disorders (<xref ref-type="bibr" rid="B6">6</xref>). The prevalence of depression, anxiety, and suicidal ideation is significantly higher among the unemployed compared to those who are employed, with mental health declining as the duration of unemployment increases (<xref ref-type="bibr" rid="B7">7</xref>). Long-term unemployed individuals are particularly prone to complex psychological issues, such as diminished self-worth, increased feelings of social isolation, and heightened uncertainty about the future, which may further develop into a potential psychological crisis (<xref ref-type="bibr" rid="B8">8</xref>).Moreover, the decline in economic circumstances adversely affects not only unemployed individuals but also their family members within the same household (<xref ref-type="bibr" rid="B9">9</xref>).</p>
<p>Jahoda&#x2019;s latent deprivation model offers a robust theoretical framework for understanding the psychological distress experienced by unemployed populations (<xref ref-type="bibr" rid="B10">10</xref>, <xref ref-type="bibr" rid="B11">11</xref>). Jahoda posits that unemployment impairs mental health not only through the loss of its manifest economic function but, more critically, through the deprivation of five latent psychological functions: temporal structure, social interaction, collective purpose, social status, and goal-directed activity (<xref ref-type="bibr" rid="B12">12</xref>). In the absence of employment, individuals may fall into an &#x2018;existential vacuum&#x2019;, which is characterized by temporal disorientation, social withdrawal, impaired self-esteem, and a reduced sense of purpose. Longitudinal research highlights a cumulative effect: initial stages of unemployment are often associated with anxiety and depression, whereas chronic unemployment can result in emotional blunting and impaired social functioning (<xref ref-type="bibr" rid="B13">13</xref>).</p>
<p>Furthermore, Durkheim&#x2019;s theory of suicide further explained the association between unemployment and suicidal ideation, Positing that weakened social integration during unemployment fosters anomie, thereby increasing the risk of suicide (<xref ref-type="bibr" rid="B14">14</xref>). Thus, integrating Jahoda&#x2019;s latent deprivation model with Durkheim&#x2019;s sociological framework offers a comprehensive lens for interpreting the multifactorial effects of unemployment on mental health.</p>
<p>The Beijing Psychological Support Hotline was launched at the&#xa0;end of 2002 and has since become one of the largest services of its kind (<xref ref-type="bibr" rid="B15">15</xref>), receiving over 600,000 calls nationwide. As a public welfare psychological support platform, the hotline offers extensive call coverage, professionally trained operators, and highly confidential and immediate intervention channels (<xref ref-type="bibr" rid="B16">16</xref>). This enables callers to freely express their inner emotions and distress (<xref ref-type="bibr" rid="B17">17</xref>), while also providing a unique real-time data source for studying the hotline caller population. This study focuses on unemployed callers to the psychological support hotline, aiming&#xa0;to investigate their characteristics, primary concerns, mental health&#xa0;status, and influencing factors, thereby providing mental health professionals with evidence-based insights to better&#xa0;understand this population and inform targeted intervention strategies.</p>
</sec>
<sec id="s2" sec-type="materials|methods">
<label>2</label>
<title>Materials and methods</title>
<sec id="s2_1">
<label>2.1</label>
<title>Sample</title>
<p>The process for selecting unemployed callers is shown in <xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>. This current study initially included a total of 12,269 callers to the Beijing Psychological Support Hotline from January 2020 to December 2023 who were identified as unemployed or not currently working. After excluding 3,122 invalid calls (e.g., silence, harassment, or calls lasting less than 10 minutes as such brief interactions typically lack sufficient information for reliable assessment of mental health status) and 145 duplicate calls (retaining only one record per caller based on completeness and earliest timestamp), the final sample consisted of 9,002 calls.</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Flowchart of enrolling and screening callers.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpsyt-16-1658354-g001.tif">
<alt-text content-type="machine-generated">Flowchart showing call data from January 2020 to December 2023. Total: 119,417 calls. Non-psychological issues: 25,577 calls. Psychological issues: 93,840 calls. Unemployed callers: 12,269 calls with 145 repeated and 3,122 invalid calls, leaving 9,002 valid calls.</alt-text>
</graphic>
</fig>
<p>The Ethics Committee of Beijing Huilongguan Hospital approved this study (Approval No. 2022-12-Science). All callers were informed at the beginning of the call that the conversation would be recorded and that the data would be used solely for research and educational purposes; calls proceeded only upon obtaining verbal consent.</p>
<p>The Beijing Psychological Support Hotline employs a comprehensive evaluation system in which operators create service records, collect demographic data through interviews, and assess and record suicide-related risk factors (<xref ref-type="bibr" rid="B18">18</xref>). Furthermore, based on the callers&#x2019; primary concerns during consultations, the main topics were categorized into the following domains: family relationship issues, interpersonal issues outside the family, employment-related problems, financial problems, academic-related issues, depressive symptoms, psychiatric symptoms, and other adverse life events.</p>
</sec>
<sec id="s2_2">
<label>2.2</label>
<title>Measures</title>
<p>Hotline operators evaluated whether a caller identified as a survivor of suicide loss had experienced suicidal ideation in the preceding two weeks by asking, &#x201c;Have you had any thoughts of suicide during the past two weeks?&#x201d; If the caller reported no suicidal ideation over the past two weeks, they were classified into the no suicidal ideation group. If the caller reported having experienced suicidal ideation in the past two weeks, they were classified into the suicidal ideation group (<xref ref-type="bibr" rid="B16">16</xref>).</p>
<p>Hotline operators assessed callers&#x2019; depressive symptoms using the Depression Diagnostic Screening Scale (DSID) (<xref ref-type="bibr" rid="B19">19</xref>), which was developed based on the nine criteria for major depressive episodes in the Diagnostic and Statistical Manual of Mental Disorders, Fourth Edition (DSM-IV) (<xref ref-type="bibr" rid="B20">20</xref>). The DSID has been validated in Chinese populations, demonstrating 96.8% diagnostic accuracy and a Kappa coefficient of 0.87 against the Structured Clinical Interview for DSM Disorders (SCID) (<xref ref-type="bibr" rid="B19">19</xref>). In this study, the DSID was used to evaluate the severity and duration of depressive symptoms during the preceding month. The total score ranges from 0 to 100, with higher scores indicating more severe depressive symptoms. In this study, depressive mood scores were dichotomized at the median into a high depressive mood group (50&#x2013;100) and a low depressive mood group (0&#x2013;49).</p>
<p>The distress level was assessed via self-report, where callers were asked to evaluate the intensity of distress they experienced in relation to the current event. The score ranges from 0 to 100, with higher scores indicating greater perceived distress. Hopelessness was assessed through self-assessment by asking callers to rate their sense of hopefulness about the future, with higher scores indicating lower levels of hopelessness (<xref ref-type="bibr" rid="B21">21</xref>). In this study, following the conventional classification criteria used in previous hotline research, distress and hopelessness scores were dichotomized based on the median values (<xref ref-type="bibr" rid="B22">22</xref>): distress was categorized into a high group (80&#x2013;100) and a low group (0&#x2013;79); hopelessness was categorized into a high group (0&#x2013;29) and a low group (30&#x2013;100).</p>
<p>The hotline collected demographic characteristics during initial assessments, including gender, age, marital status (unmarried, married, divorced, widowed), education duration, history of psychiatric diagnoses (yes/no), and current treatment status (yes/no).</p>
</sec>
<sec id="s2_3">
<label>2.3</label>
<title>Statistical analysis</title>
<p>Statistical analyses were performed using SPSS 26.0. Categorical variables (age, education duration, marital status, call time, psychiatric history, and treatment status) were summarized as frequencies (n) and percentages (%). <italic>&#x3c7;</italic>&#xb2; tests compared differences in characteristics across age and gender groups. The presence or absence of suicidal ideation, hopelessness, psychological distress, and depression severity serving as dependent variables. Multivariate logistic regression was conducted to identify mental health correlates, incorporating demographics, psychiatric history, and treatment status as predictors. Statistical significance was set at <italic>P</italic>&lt;0.05.</p>
</sec>
</sec>
<sec id="s3" sec-type="results">
<label>3</label>
<title>Results</title>
<p>Among 9,002 unemployed callers, 5,426 were female (60.3%) and 3,576 were male (39.7%); calls were most frequent in the morning (8:00-12:00, 33.7%), followed by the afternoon (13:00-18:00, 28.6%), early morning (0:00-7:00, 25.8%), and evening (19:00-23:00, 11.9%). The most frequently reported issues among unemployed callers were psychiatric concerns (28.5%), followed by family relationship problems (27.0%), depression (25.5%) and interpersonal problems outside the family (24.0%). Among callers aged 19-29, the proportions of males (<italic>&#x3c7;</italic>&#xb2;=45.37<italic>, P</italic>&lt;0.001), those who were unmarried (<italic>&#x3c7;</italic>&#xb2;=2320.19<italic>, P</italic>&lt;0.001), those without a prior mental health diagnosis (<italic>&#x3c7;</italic>&#xb2;=23.77<italic>, P</italic> &lt; 0.001), and those who had never sought help before (<italic>&#x3c7;</italic>&#xb2;= 14.69<italic>, P</italic>&lt;0.001) were significantly higher than those among callers aged 30-59. Among callers aged 30-39, the proportion of those with 16 or more years of education (<italic>&#x3c7;</italic>&#xb2;=8.62<italic>, P</italic>&lt;0.01) was significantly higher than among those aged 19&#x2013;29 and 40-59.</p>
<p>Among callers aged 40-59, the proportions of females (<italic>&#x3c7;</italic>&#xb2;=45.37<italic>, P</italic>&lt;0.001), those who were married, divorced, or widowed (<italic>&#x3c7;</italic>&#xb2;=2320.19<italic>, P</italic> &lt; 0.001), individuals with i15 years of education (<italic>&#x3c7;</italic>&#xb2;=8.62<italic>, P</italic>&lt;0.01), those with a prior psychiatric diagnosis (<italic>&#x3c7;</italic>&#xb2;=23.77<italic>, P</italic>&lt;0.001), and those who had received treatment (<italic>&#x3c7;</italic>&#xb2;=14.69<italic>, P</italic>&lt;0.001) were significantly higher than among those aged 19-39. Callers aged 19&#x2013;29 were more likely to call during 19:00-23:00, those aged 30&#x2013;39 were more likely to call during 13:00-18:00, and those aged 40&#x2013;59 predominantly called during 0:00-12:00 (<italic>&#x3c7;</italic>&#xb2;=16.58<italic>, P</italic>&lt;0.01). Callers aged 19&#x2013;29 were significantly more likely than those aged 30&#x2013;59 to report issues related to non-family interpersonal relationships (<italic>&#x3c7;</italic>&#xb2;=8.03<italic>, P</italic>&lt;0.01), depression (<italic>&#x3c7;</italic>&#xb2;=7.48<italic>, P</italic>&lt;0.01), and psychiatric symptoms (<italic>&#x3c7;</italic>&#xb2;=7.04<italic>, P</italic>&lt;0.01), as shown in <xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>.</p>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>Comparison of general characteristics of unemployed hotline callers by age group (n (%)).</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="center">Variable</th>
<th valign="middle" align="center">Total (n=9002)</th>
<th valign="middle" align="center">19&#x2013;29 years (n=6333)</th>
<th valign="middle" align="center">30-39years (n=2222)</th>
<th valign="middle" align="center">40-59years (n=447)</th>
<th valign="middle" align="center">
<italic>X</italic>
<sup>2</sup>
</th>    <th valign="middle" align="center">
<italic>P</italic>
</th>
</tr>
</thead>
<tbody>
<tr>
<th valign="middle" align="center">Gender</th>
<th valign="middle" align="left"/>
<th valign="middle" align="left"/>
<th valign="middle" align="left"/>
<th valign="middle" align="left"/>
<th valign="middle" align="left">45.37</th>
<th valign="middle" align="left">0.000</th>
</tr>
<tr>
<td valign="middle" align="center">Female</td>
<td valign="middle" align="left">5426 (60.3)</td>
<td valign="middle" align="left">3675 (58.0)</td>
<td valign="middle" align="left">1452 (65.3)</td>
<td valign="middle" align="left">299 (66.9)</td>
<td valign="middle" align="left"/>
<td valign="middle" align="left"/>
</tr>
<tr>
<td valign="middle" align="center">Male</td>
<td valign="middle" align="left">3576 (39.7)</td>
<td valign="middle" align="left">2658 (42.0)</td>
<td valign="middle" align="left">770 (34.7)</td>
<td valign="middle" align="left">148 (33.1)</td>
<td valign="middle" align="left"/>
<td valign="middle" align="left"/>
</tr>
<tr>
<th valign="middle" align="center">Marital status</th>
<th valign="middle" align="left"/>
<th valign="middle" align="left"/>
<th valign="middle" align="left"/>
<th valign="middle" align="left"/>
<th valign="middle" align="left">2320.19</th>
<th valign="middle" align="left">0.000</th>
</tr>
<tr>
<td valign="middle" align="center">Unmarried</td>
<td valign="middle" align="left">6570 (73.2)</td>
<td valign="middle" align="left">5517 (87.3)</td>
<td valign="middle" align="left">961 (43.4)</td>
<td valign="middle" align="left">92 (20.6)</td>
<td valign="middle" align="left"/>
<td valign="middle" align="left"/>
</tr>
<tr>
<td valign="middle" align="center">Married</td>
<td valign="middle" align="left">1780 (19.8)</td>
<td valign="middle" align="left">644 (10.2)</td>
<td valign="middle" align="left">903 (40.7)</td>
<td valign="middle" align="left">233 (52.2)</td>
<td valign="middle" align="left"/>
<td valign="middle" align="left"/>
</tr>
<tr>
<td valign="middle" align="center">Divorced/Widowed</td>
<td valign="middle" align="left">631 (7.0)</td>
<td valign="middle" align="left">158 (2.5)</td>
<td valign="middle" align="left">352 (15.9)</td>
<td valign="middle" align="left">121 (27.1)</td>
<td valign="middle" align="left"/>
<td valign="middle" align="left"/>
</tr>
<tr>
<th valign="middle" align="center">Years of education</th>
<th valign="middle" align="left"/>
<th valign="middle" align="left"/>
<th valign="middle" align="left"/>
<th valign="middle" align="left"/>
<th valign="middle" align="left">8.62</th>
<th valign="middle" align="left">0.013</th>
</tr>
<tr>
<td valign="middle" align="center">&#x2264;15years</td>
<td valign="middle" align="left">5794 (64.8)</td>
<td valign="middle" align="left">4077 (64.8)</td>
<td valign="middle" align="left">1404 (63.8)</td>
<td valign="middle" align="left">313 (71.1)</td>
<td valign="middle" align="left"/>
<td valign="middle" align="left"/>
</tr>
<tr>
<td valign="middle" align="center">&#x2265;16years</td>
<td valign="middle" align="left">3141 (35.2)</td>
<td valign="middle" align="left">2219 (35.2)</td>
<td valign="middle" align="left">795 (36.2)</td>
<td valign="middle" align="left">127 (28.9)</td>
<td valign="middle" align="left"/>
<td valign="middle" align="left"/>
</tr>
<tr>
<th valign="middle" align="center">History of psychiatric diagnoses</th>
<th valign="middle" align="left"/>
<th valign="middle" align="left"/>
<th valign="middle" align="left"/>
<th valign="middle" align="left"/>
<th valign="middle" align="left">23.77</th>
<th valign="middle" align="left">0.000</th>
</tr>
<tr>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="left">4567 (50.9)</td>
<td valign="middle" align="left">3110 (49.2)</td>
<td valign="middle" align="left">1204 (54.3)</td>
<td valign="middle" align="left">253 (57.0)</td>
<td valign="middle" align="left"/>
<td valign="middle" align="left"/>
</tr>
<tr>
<td valign="middle" align="center">No</td>
<td valign="middle" align="left">4409 (49.1)</td>
<td valign="middle" align="left">3205 (50.8)</td>
<td valign="middle" align="left">1013 (45.7)</td>
<td valign="middle" align="left">191 (43.0)</td>
<td valign="middle" align="left"/>
<td valign="middle" align="left"/>
</tr>
<tr>
<th valign="middle" align="center">Current treatment</th>
<th valign="middle" align="left"/>
<th valign="middle" align="left"/>
<th valign="middle" align="left"/>
<th valign="middle" align="left"/>
<th valign="middle" align="left">14.69</th>
<th valign="middle" align="left">0.001</th>
</tr>
<tr>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="left">7651 (85.5)</td>
<td valign="middle" align="left">5421 (86.1)</td>
<td valign="middle" align="left">1879 (84.9)</td>
<td valign="middle" align="left">351 (79.6)</td>
<td valign="middle" align="left"/>
<td valign="middle" align="left"/>
</tr>
<tr>
<td valign="middle" align="center">No</td>
<td valign="middle" align="left">1301 (14.5)</td>
<td valign="middle" align="left">877 (13.9)</td>
<td valign="middle" align="left">334 (15.1)</td>
<td valign="middle" align="left">90 (20.4)</td>
<td valign="middle" align="left"/>
<td valign="middle" align="left"/>
</tr>
<tr>
<th valign="middle" align="center">Time of call</th>
<th valign="middle" align="left"/>
<th valign="middle" align="left"/>
<th valign="middle" align="left"/>
<th valign="middle" align="left"/>
<th valign="middle" align="left">16.58</th>
<th valign="middle" align="left">0.011</th>
</tr>
<tr>
<td valign="middle" align="center">00:00-07:00</td>
<td valign="middle" align="left">2866 (25.8)</td>
<td valign="middle" align="left">1770 (25.2)</td>
<td valign="middle" align="left">764 (26.2)</td>
<td valign="middle" align="left">332 (29.0)</td>
<td valign="middle" align="left"/>
<td valign="middle" align="left"/>
</tr>
<tr>
<td valign="middle" align="center">08:00-12:00</td>
<td valign="middle" align="left">3737 (33.7)</td>
<td valign="middle" align="left">2380 (33.9)</td>
<td valign="middle" align="left">960 (32.9)</td>
<td valign="middle" align="left">397 (34.7)</td>
<td valign="middle" align="left"/>
<td valign="middle" align="left"/>
</tr>
<tr>
<td valign="middle" align="center">13:00-18:00</td>
<td valign="middle" align="left">3167 (28.6)</td>
<td valign="middle" align="left">2003 (28.5)</td>
<td valign="middle" align="left">860 (29.5)</td>
<td valign="middle" align="left">304 (26.6)</td>
<td valign="middle" align="left"/>
<td valign="middle" align="left"/>
</tr>
<tr>
<td valign="middle" align="center">19:00-23:00</td>
<td valign="middle" align="left">1320 (11.9)</td>
<td valign="middle" align="left">876 (12.5)</td>
<td valign="middle" align="left">334 (11.4)</td>
<td valign="middle" align="left">110 (9.6)</td>
<td valign="middle" align="left"/>
<td valign="middle" align="left"/>
</tr>
<tr>
<th valign="middle" colspan="7" align="center">Presenting problem</th>
</tr>
<tr>
<td valign="middle" align="center">Family relationship issues</td>
<td valign="middle" align="left">2435 (27.0)</td>
<td valign="middle" align="left">1739 (27.5)</td>
<td valign="middle" align="left">578 (26.0)</td>
<td valign="middle" align="left">118 (26.4)</td>
<td valign="middle" align="left">1.85</td>
<td valign="middle" align="left">0.397</td>
</tr>
<tr>
<td valign="middle" align="center">Interpersonal issues outside family</td>
<td valign="middle" align="left">2158 (24.0)</td>
<td valign="middle" align="left">1570 (24.8)</td>
<td valign="middle" align="left">486 (21.9)</td>
<td valign="middle" align="left">102 (22.8)</td>
<td valign="middle" align="left">8.03</td>
<td valign="middle" align="left">0.018</td>
</tr>
<tr>
<td valign="middle" align="center">Work-related issues</td>
<td valign="middle" align="left">749 (8.3)</td>
<td valign="middle" align="left">529 (8.4)</td>
<td valign="middle" align="left">186 (8.4)</td>
<td valign="middle" align="left">34 (7.6)</td>
<td valign="middle" align="left">0.32</td>
<td valign="middle" align="left">0.854</td>
</tr>
<tr>
<td valign="middle" align="center">Economic issues</td>
<td valign="middle" align="left">772 (8.6)</td>
<td valign="middle" align="left">542 (8.6)</td>
<td valign="middle" align="left">197 (25.5)</td>
<td valign="middle" align="left">33 (4.3)</td>
<td valign="middle" align="left">1.05</td>
<td valign="middle" align="left">0.591</td>
</tr>
<tr>
<td valign="middle" align="center">Academic issues</td>
<td valign="middle" align="left">246 (2.7)</td>
<td valign="middle" align="left">186 (2.9)</td>
<td valign="middle" align="left">49 (2.2)</td>
<td valign="middle" align="left">11 (2.5)</td>
<td valign="middle" align="left">3.45</td>
<td valign="middle" align="left">0.178</td>
</tr>
<tr>
<td valign="middle" align="center">Depression</td>
<td valign="middle" align="left">2294 (25.5)</td>
<td valign="middle" align="left">1664 (26.3)</td>
<td valign="middle" align="left">519 (23.4)</td>
<td valign="middle" align="left">111 (24.8)</td>
<td valign="middle" align="left">7.48</td>
<td valign="middle" align="left">0.024</td>
</tr>
<tr>
<td valign="middle" align="center">Psychiatric symptoms</td>
<td valign="middle" align="left">2562 (28.5)</td>
<td valign="middle" align="left">1840 (29.1)</td>
<td valign="middle" align="left">617 (27.8)</td>
<td valign="middle" align="left">105 (23.5)</td>
<td valign="middle" align="left">7.04</td>
<td valign="middle" align="left">0.030</td>
</tr>
<tr>
<td valign="middle" align="center">Other negative events</td>
<td valign="middle" align="left">685 (7.6)</td>
<td valign="middle" align="left">488 (7.7)</td>
<td valign="middle" align="left">153 (6.9)</td>
<td valign="middle" align="left">44 (9.8)</td>
<td valign="middle" align="left">4.91</td>
<td valign="middle" align="left">0.086</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>Data missing in some variables. Because of missing data, for most variables, Percentages do not total 100%.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<p>Among female callers, the proportions of those aged 30-59 (<italic>&#x3c7;</italic>&#xb2;=45.37<italic>, P</italic>&lt;0.001), those who were married, divorced, or widowed (<italic>&#x3c7;</italic>&#xb2;=407.809<italic>, P</italic> &lt; 0.001), those who had 16 or more years of education (<italic>&#x3c7;</italic>&#xb2;=259.76<italic>, P</italic>&lt;0.001), and those reporting family relationship issues (<italic>&#x3c7;</italic>&#xb2;=153.79<italic>, P</italic>&lt;0.001), non-family interpersonal problems (<italic>&#x3c7;</italic>&#xb2;=144.82<italic>, P</italic>&lt;0.001), work-related concerns (<italic>&#x3c7;</italic>&#xb2;=21.134<italic>, P</italic>&lt;0.001), economic difficulties (<italic>&#x3c7;</italic>&#xb2;=19.916<italic>, P</italic>&lt;0.001), academic issues (<italic>&#x3c7;</italic>&#xb2;=103.98<italic>, P</italic>&lt;0.001), depression (<italic>&#x3c7;</italic>&#xb2;=150.12<italic>, P</italic>&lt;0.001), psychiatric symptoms (<italic>&#x3c7;</italic>&#xb2;=11.09<italic>, P</italic> &lt; 0.001), and other negative life events (<italic>&#x3c7;</italic>&#xb2;=9.950<italic>, P</italic>&lt;0.001) were significantly higher than those among males. The proportions of males aged 19-29 (<italic>&#x3c7;</italic>&#xb2;=45.37<italic>, P</italic>&lt;0.001), those who were unmarried (<italic>&#x3c7;</italic>&#xb2;=407.809<italic>, P</italic>&lt;0.001), and those with &#x2264;15 years of education (<italic>&#x3c7;</italic>&#xb2;=259.76<italic>, P</italic>&lt;0.001) were significantly higher than among female callers, as shown in <xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>.</p>
<table-wrap id="T2" position="float">
<label>Table&#xa0;2</label>
<caption>
<p>Comparison of general characteristics of unemployed hotline callers by gender (n (%)).</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="center">Variable</th>
<th valign="middle" align="left">Female (n=5426)</th>
<th valign="middle" align="left">Male (n=3576)</th>
<th valign="middle" align="left">
<italic>&#x3c7;</italic>
<sup>2</sup>
</th>
<th valign="middle" align="left">
<italic>P</italic>
</th>
</tr>
</thead>
<tbody>
<tr>
<th valign="middle" align="center">Age group</th>
<th valign="middle" align="left"/>
<th valign="middle" align="left"/>
<th valign="middle" align="left">45.376</th>
<th valign="middle" align="left">0.000</th>
</tr>
<tr>
<td valign="middle" align="center">19&#x2013;29 years</td>
<td valign="middle" align="left">3675 (67.7)</td>
<td valign="middle" align="left">2658 (74.3)</td>
<td valign="middle" align="left"/>
<td valign="middle" align="left"/>
</tr>
<tr>
<td valign="middle" align="center">30&#x2013;39 years</td>
<td valign="middle" align="left">1452 (26.8)</td>
<td valign="middle" align="left">770 (21.5)</td>
<td valign="middle" align="left"/>
<td valign="middle" align="left"/>
</tr>
<tr>
<td valign="middle" align="center">40&#x2013;59 years</td>
<td valign="middle" align="left">299 (5.5)</td>
<td valign="middle" align="left">148 (4.1)</td>
<td valign="middle" align="left"/>
<td valign="middle" align="left"/>
</tr>
<tr>
<th valign="middle" align="center">Marital status</th>
<th valign="middle" align="left"/>
<th valign="middle" align="left"/>
<th valign="middle" align="left">407.809</th>
<th valign="middle" align="left">0.000</th>
</tr>
<tr>
<td valign="middle" align="center">Unmarried</td>
<td valign="middle" align="left">3568 (65.9)</td>
<td valign="middle" align="left">3002 (84.2)</td>
<td valign="middle" align="left"/>
<td valign="middle" align="left"/>
</tr>
<tr>
<td valign="middle" align="center">Married</td>
<td valign="middle" align="left">1432 (26.4)</td>
<td valign="middle" align="left">348 (9.8)</td>
<td valign="middle" align="left"/>
<td valign="middle" align="left"/>
</tr>
<tr>
<td valign="middle" align="center">Divorced/Widowed</td>
<td valign="middle" align="left">414 (7.6)</td>
<td valign="middle" align="left">217 (6.1)</td>
<td valign="middle" align="left"/>
<td valign="middle" align="left"/>
</tr>
<tr>
<th valign="middle" align="center">Years of education</th>
<th valign="middle" align="left"/>
<th valign="middle" align="left"/>
<th valign="middle" align="left">257.87</th>
<th valign="middle" align="left">&lt;0.001</th>
</tr>
<tr>
<td valign="middle" align="center">&#x2264;15years</td>
<td valign="middle" align="left">3132 (58.2)</td>
<td valign="middle" align="left">2662 (74.8)</td>
<td valign="middle" align="left"/>
<td valign="middle" align="left"/>
</tr>
<tr>
<td valign="middle" align="center">&#x2265;16years</td>
<td valign="middle" align="left">2245 (41.8)</td>
<td valign="middle" align="left">896 (25.2)</td>
<td valign="middle" align="left"/>
<td valign="middle" align="left"/>
</tr>
<tr>
<th valign="middle" align="center">History of psychiatric diagnoses</th>
<th valign="middle" align="left"/>
<th valign="middle" align="left"/>
<th valign="middle" align="left">34.63</th>
<th valign="middle" align="left">&lt;0.001</th>
</tr>
<tr>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="left">2890 (53.4)</td>
<td valign="middle" align="left">1677 (47.1)</td>
<td valign="middle" align="left"/>
<td valign="middle" align="left"/>
</tr>
<tr>
<td valign="middle" align="center">No</td>
<td valign="middle" align="left">2522 (46.6)</td>
<td valign="middle" align="left">1887 (52.9)</td>
<td valign="middle" align="left"/>
<td valign="middle" align="left"/>
</tr>
<tr>
<th valign="middle" align="center">Current treatment</th>
<th valign="middle" align="left"/>
<th valign="middle" align="left"/>
<th valign="middle" align="left">1.347</th>
<th valign="middle" align="left">0.246</th>
</tr>
<tr>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="left">4592 (85.1)</td>
<td valign="middle" align="left">3059 (86.0)</td>
<td valign="middle" align="left"/>
<td valign="middle" align="left"/>
</tr>
<tr>
<td valign="middle" align="center">No</td>
<td valign="middle" align="left">803 (14.9)</td>
<td valign="middle" align="left">498 (14.0)</td>
<td valign="middle" align="left"/>
<td valign="middle" align="left"/>
</tr>
<tr>
<th valign="middle" align="center">Time of call</th>
<th valign="middle" align="left"/>
<th valign="middle" align="left"/>
<th valign="middle" align="left">0.384</th>
<th valign="middle" align="left">0.944</th>
</tr>
<tr>
<td valign="middle" align="center">00:00-07:00</td>
<td valign="middle" align="left">1570 (25.6)</td>
<td valign="middle" align="left">1086 (25.4)</td>
<td valign="middle" align="left"/>
<td valign="middle" align="left"/>
</tr>
<tr>
<td valign="middle" align="center">08:00-12:00</td>
<td valign="middle" align="left">2072 (33.8)</td>
<td valign="middle" align="left">1433 (33.5)</td>
<td valign="middle" align="left"/>
<td valign="middle" align="left"/>
</tr>
<tr>
<td valign="middle" align="center">13:00-18:00</td>
<td valign="middle" align="left">1742 (28.5)</td>
<td valign="middle" align="left">1239 (29.2)</td>
<td valign="middle" align="left"/>
<td valign="middle" align="left"/>
</tr>
<tr>
<td valign="middle" align="center">19:00-23:00</td>
<td valign="middle" align="left">739 (12.1)</td>
<td valign="middle" align="left">514 (12.0)</td>
<td valign="middle" align="left"/>
<td valign="middle" align="left"/>
</tr>
<tr>
<th valign="middle" align="center">Presenting problem</th>
<th valign="middle" align="left"/>
<th valign="middle" align="left"/>
<th valign="middle" align="left"/>
<th valign="middle" align="left"/>
</tr>
<tr>
<td valign="middle" align="center">Family relationship issues</td>
<td valign="middle" align="left">2233 (41.2)</td>
<td valign="middle" align="left">1013 (28.3)</td>
<td valign="middle" align="left">153.790</td>
<td valign="middle" align="left">&lt;0.001</td>
</tr>
<tr>
<td valign="middle" align="center">Interpersonal issues outside family</td>
<td valign="middle" align="left">2051 (37.8)</td>
<td valign="middle" align="left">916 (25.6)</td>
<td valign="middle" align="left">144.817</td>
<td valign="middle" align="left">&lt;0.001</td>
</tr>
<tr>
<td valign="middle" align="center">Work-related issues</td>
<td valign="middle" align="left">726 (13.4)</td>
<td valign="middle" align="left">363 (10.2)</td>
<td valign="middle" align="left">21.134</td>
<td valign="middle" align="left">&lt;0.001</td>
</tr>
<tr>
<td valign="middle" align="center">Economic issues</td>
<td valign="middle" align="left">712 (13.1)</td>
<td valign="middle" align="left">358 (10.0)</td>
<td valign="middle" align="left">19.916</td>
<td valign="middle" align="left">&lt;0.001</td>
</tr>
<tr>
<td valign="middle" align="center">Academic issues</td>
<td valign="middle" align="left">2135 (39.3)</td>
<td valign="middle" align="left">1032 (28.9)</td>
<td valign="middle" align="left">103.982</td>
<td valign="middle" align="left">&lt;0.001</td>
</tr>
<tr>
<td valign="middle" align="center">Depression</td>
<td valign="middle" align="left">2361 (43.5)</td>
<td valign="middle" align="left">1097 (30.7)</td>
<td valign="middle" align="left">150.116</td>
<td valign="middle" align="left">&lt;0.001</td>
</tr>
<tr>
<td valign="middle" align="center">Psychiatric symptoms</td>
<td valign="middle" align="left">602 (11.1)</td>
<td valign="middle" align="left">319 (8.9)</td>
<td valign="middle" align="left">11.094</td>
<td valign="middle" align="left">&lt;0.001</td>
</tr>
<tr>
<td valign="middle" align="center">Other negative events</td>
<td valign="middle" align="left">229 (4.2)</td>
<td valign="middle" align="left">105 (2.9)</td>
<td valign="middle" align="left">9.950</td>
<td valign="middle" align="left">&lt;0.001</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>Because of missing data, for most variables, Percentages do not total 100%.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<p>Based on the median scores of hopelessness (29), psychological distress (80), and depression (50), these variables were dichotomized and used as dependent variables. Demographic variables (gender, age, years of education, marital status), previous psychiatric diagnoses, and current treatment status were included as independent variables in multivariate logistic regression. The results showed that unemployed female callers were more likely to experience suicidal ideation (OR=1.50, 95% CI:1.28-1.75). Callers aged 30-39 (OR=0.67,95% CI: 0.56-0.80), 40-59 (OR=0.45,95% CI:0.34-0.61), and those with a history of psychiatric diagnosis (OR=0.66, 95%CI:0.57-0.78) were less likely to report suicidal ideation. Higher levels of hopelessness were observed among female callers (OR=1.13, 95% CI:1.04-1.24), those aged 30-39 (OR=1.13, 95% CI:1.01-1.26), unmarried individuals (OR=1.30, 95% CI:1.16-1.47), divorced individuals (OR=1.63, 95% CI:1.35-1.97), and those with a prior psychiatric diagnosis (OR = 1.18, 95% CI: 1.08-1.30). Callers who were divorced (OR=1.39, 95% CI:1.16-1.66) or had a previous psychiatric diagnosis (OR=1.11,95% CI:1.01-1.22) reported higher levels of psychological distress. Higher levels of depression were found among female callers (OR=1.09, 95% CI:1.00-1.19), those who were divorced (OR=1.57, 95% CI:1.31-1.87), and those with a prior psychiatric diagnosis (OR=1.11, 95% CI: 1.02-1.21). Lower levels of hopelessness were reported by callers with 16 or more years of education (OR=0.68, 95% CI: 0.64-0.76), and those who called between 8:00-12:00 (OR = 0.68, 95% CI: 0.61-0.76), 13:00-18:00 (OR=0.71, 95% CI: 0.63-0.80), or 19:00-23:00 (OR=0.80, 95% CI: 0.69-0.93). Lower psychological distress was also associated with having 16 or more years of education (OR=0.89, 95% CI: 0.81-0.97) and calling between 13:00-18:00 (OR=0.71, 95% CI: 0.63-0.80). Callers aged 30-39 (OR=0.88, 95% CI: 0.79-0.98), aged 40-59 (OR=0.45, 95% CI: 0.36-0.56), and those with 16 or more years of education (OR=0.73, 95% CI: 0.67-0.79) exhibited lower levels of depression, as shown in <xref ref-type="table" rid="T3">
<bold>Table&#xa0;3</bold>
</xref>.</p>
<table-wrap id="T3" position="float">
<label>Table&#xa0;3</label>
<caption>
<p>Multivariate logistic regression results of factors affecting mental health among unemployed hotline callers.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="left">Factor</th>
<th valign="middle" align="left">Suicidal ideation (=1)</th>
<th valign="middle" align="left">High hopelessness (=1)</th>
<th valign="middle" align="left">High psychological distress (=1)</th>
<th valign="middle" align="left">High depression severity (=1)</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="left">Gender (Female=1)</td>
<td valign="middle" align="left">1.50 (1.28~1.75)***</td>
<td valign="middle" align="left">1.13 (1.04~1.24)*</td>
<td valign="middle" align="left">0.94 (0.86~1.03)</td>
<td valign="middle" align="left">1.09 (1.00~1.19)*</td>
</tr>
<tr>
<th valign="middle" colspan="5" align="left">Age</th>
</tr>
<tr>
<td valign="middle" align="left">30-39 (=1)</td>
<td valign="middle" align="left">0.67 (0.56~0.80)***</td>
<td valign="middle" align="left">1.13 (1.01~1.26)*</td>
<td valign="middle" align="left">0.98 (0.88~1.09)</td>
<td valign="middle" align="left">0.88 (0.79~0.98)*</td>
</tr>
<tr>
<td valign="middle" align="left">40-59 (=2)</td>
<td valign="middle" align="left">0.45 (0.34~0.61)***</td>
<td valign="middle" align="left">0.98 (0.80~1.21)</td>
<td valign="middle" align="left">0.88 (0.72~1.08)</td>
<td valign="middle" align="left">0.45 (0.36~0.56)***</td>
</tr>
<tr>
<td valign="middle" align="left">Education (&#x2265;16 years=1)</td>
<td valign="middle" align="left">1.07 (0.92~1.24)</td>
<td valign="middle" align="left">0.68 (0.64~0.76)***</td>
<td valign="middle" align="left">0.89 (0.81~0.97)*</td>
<td valign="middle" align="left">0.73 (0.67~0.79)***</td>
</tr>
<tr>
<th valign="middle" colspan="5" align="left">Marital status</th>
</tr>
<tr>
<td valign="middle" align="left">Unmarried (=1)</td>
<td valign="middle" align="left">0.92 (0.75~1.12)</td>
<td valign="middle" align="left">1.30 (1.16~1.47)***</td>
<td valign="middle" align="left">0.93 (0.82~1.04)</td>
<td valign="middle" align="left">1.06 (0.94~1.20)</td>
</tr>
<tr>
<td valign="middle" align="left">Divorced/Widowed (=2)</td>
<td valign="middle" align="left">0.96 (0.73~1.28)</td>
<td valign="middle" align="left">1.63 (1.35~1.97)***</td>
<td valign="middle" align="left">1.39 (1.16~1.66)***</td>
<td valign="middle" align="left">1.57 (1.31~1.87)***</td>
</tr>
<tr>
<td valign="middle" align="left">History of psychiatric diagnoses (=1)</td>
<td valign="middle" align="left">0.66 (0.57~0.78)***</td>
<td valign="middle" align="left">1.18 (1.08~1.30)***</td>
<td valign="middle" align="left">1.11 (1.01~1.22)*</td>
<td valign="middle" align="left">1.11 (1.02~1.21)*</td>
</tr>
<tr>
<td valign="middle" align="left">Currently Receiving Treatment (=1)</td>
<td valign="middle" align="left">0.84 (0.69~1.02)</td>
<td valign="middle" align="left">0.91 (0.80~1.04)</td>
<td valign="middle" align="left">0.96 (0.85~1.09)</td>
<td valign="middle" align="left">0.95 (0.84~1.08)</td>
</tr>
<tr>
<th valign="middle" colspan="5" align="left">Time of call</th>
</tr>
<tr>
<td valign="middle" align="left">08:00-12:00 (=1)</td>
<td valign="middle" align="left">1.01 (0.84~1.22)</td>
<td valign="middle" align="left">0.68 (0.61~0.76)***</td>
<td valign="middle" align="left">0.91 (0.81~1.01)</td>
<td valign="middle" align="left">1.03 (0.93~1.15)</td>
</tr>
<tr>
<td valign="middle" align="left">13:00-18:00 (=2)</td>
<td valign="middle" align="left">1.04 (0.86~1.27)</td>
<td valign="middle" align="left">0.71 (0.63~0.80)***</td>
<td valign="middle" align="left">0.86 (0.77~0.96)*</td>
<td valign="middle" align="left">0.97 (0.86~1.08)</td>
</tr>
<tr>
<td valign="middle" align="left">19:00-23:00 (=3)</td>
<td valign="middle" align="left">0.89 (0.70~1.14)</td>
<td valign="middle" align="left">0.80 (0.69~0.93)*</td>
<td valign="middle" align="left">0.90 (0.79~1.04)</td>
<td valign="middle" align="left">0.89 (0.78~1.03)</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>*<italic>P</italic>&lt;0.05, **<italic>P</italic>&lt;0.01, ***<italic>P</italic>&lt;0.001.</p>
</fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s4" sec-type="discussion">
<label>4</label>
<title>Discussion</title>
<p>This study found that the majority of unemployed callers to the&#xa0;psychological support hotline were women, with their primary&#xa0;concerns focusing on depression, family relationships, and interpersonal issues. Regression analysis revealed that unemployed female callers were more likely to exhibit suicidal&#xa0;ideation and experience higher levels of hopelessness and depression.</p>
<p>Results are consistent with previous studies: women are more likely to express emotions and seek psychological support through hotlines (<xref ref-type="bibr" rid="B23">23</xref>&#x2013;<xref ref-type="bibr" rid="B25">25</xref>), and this tendency was shaped by gender role socialization in which women are encouraged to share emotions, build relationships, and seek help, whereas men are often socialized to solve problems independently and suppress emotional expression (<xref ref-type="bibr" rid="B26">26</xref>). Previous research indicates that unemployed men face a higher risk of suicide (<xref ref-type="bibr" rid="B27">27</xref>), while unemployed women are more prone to emotional disorders (<xref ref-type="bibr" rid="B28">28</xref>), psychological distress (<xref ref-type="bibr" rid="B29">29</xref>), and poorer overall mental health (<xref ref-type="bibr" rid="B30">30</xref>), which contrasts with the higher suicidal ideation observed among unemployed women in this study. This discrepancy may partly reflect gender differences in help-seeking behavior and modes of crisis expression. Within the East Asian collectivist culture, the concept of &#x201c;face&#x201d; and the prevailing culture of shame lead men to suppress negative emotions such as feelings of failure and vulnerability, consequently reducing their willingness to seek psychological help (<xref ref-type="bibr" rid="B31">31</xref>, <xref ref-type="bibr" rid="B32">32</xref>). In contrast, women are more likely to adopt emotionally expressive coping strategies (<xref ref-type="bibr" rid="B33">33</xref>, <xref ref-type="bibr" rid="B34">34</xref>), making their psychological distress more readily identifiable and addressable in hotline settings. In terms of crisis expression, women are more inclined toward &#x201c;expressive crises,&#x201d; characterized by verbal disclosure of emotional pain and suicidal ideation, whereas men tend to exhibit &#x201c;behavioral crises,&#x201d; manifesting in impulsive and potentially lethal actions under emotional suppression (<xref ref-type="bibr" rid="B35">35</xref>). This may result in an underestimation of men&#x2019;s true psychological crises during hotline interventions. Furthermore, employment serves as a significant protective factor for women&#x2019;s mental health (<xref ref-type="bibr" rid="B36">36</xref>). Balancing multiple social roles helps individuals accumulate psychological resources (<xref ref-type="bibr" rid="B37">37</xref>), such as economic independence, expanded social support networks, enhanced self-esteem, and self-efficacy. Unemployment disrupts this balance, placing a dual burden on women of lost income and traditional caregiving responsibilities (<xref ref-type="bibr" rid="B38">38</xref>), thereby increasing psychological stress. In collectivist cultures, female unemployment may be perceived as a failure in role fulfillment, triggering feelings of inadequacy and guilt, and elevating the risk of depression (<xref ref-type="bibr" rid="B37">37</xref>). Disruption of occupational identity may also weaken women&#x2019;s social networks and access to external support, thereby compromising their psychological resilience.</p>
<p>The results also showed that unemployed individuals aged 19&#x2013;29 were significantly overrepresented in psychological hotline calls compared to other age groups, with their primary concerns focused on interpersonal difficulties, depression, and psychiatric symptoms. Regression analysis revealed that, compared with unemployed individuals aged 19-29, those aged 30&#x2013;59 were less likely to report suicidal ideation and exhibited lower levels of depressive symptoms. According to Erikson&#x2019;s eight-stage theory of psychosocial development, individuals in this age range are transitioning from &#x201c;identity versus role confusion&#x201d; to &#x201c;intimacy versus isolation,&#x201d; during which self-identity is still forming and social roles remain unstable (<xref ref-type="bibr" rid="B39">39</xref>). Career uncertainty during this phase may destabilize their sense of identity and expectations for the future, triggering psychological distress such as anxiety and depression (<xref ref-type="bibr" rid="B40">40</xref>). Young adults often lack mature emotion regulation strategies and robust social support systems, making them more vulnerable to emotional distress and psychological crises in the face of unemployment. Previous studies have shown that financial insecurity is strongly associated with psychological stress (<xref ref-type="bibr" rid="B41">41</xref>), and young individuals may internalize unemployment as a marker of social failure and self-rejection (<xref ref-type="bibr" rid="B42">42</xref>), leading to diminished self-esteem and social withdrawal. Recent studies based on linguistic analysis of Weibo posts have demonstrated that unemployed graduates exhibit a higher frequency of negative emotion words on social media, reflecting pronounced psychological distress and feelings of loneliness (<xref ref-type="bibr" rid="B43">43</xref>). Notably, in this study, the interpersonal concerns voiced by young callers predominantly involved relationships outside the family, contrasting with prior research that highlighted conflicts with family members (<xref ref-type="bibr" rid="B44">44</xref>). This discrepancy may be explained by the youth&#x2019;s greater focus on peer interactions in their pursuit of employment and social validation, which may lead to underreporting of family-related issues during hotline calls. The psychological hotline, characterized by its anonymity and low threshold for access, serves as a vital support channel for this population.</p>
<p>Furthermore, the current study found that unmarried individuals accounted for a higher proportion of unemployment-related calls to the psychological support hotline compared to married individuals. Moreover, unemployed callers who were unmarried, divorced, or widowed reported significantly higher levels of hopelessness, distress, and depressive symptoms than married callers. Cross-cultural studies have shown that unmarried individuals are more susceptible to psychological symptoms such as depression and anxiety compared to those who are married (<xref ref-type="bibr" rid="B45">45</xref>). Stable intimate relationships, particularly spousal partnerships, serve as critical resources for coping with stress by enhancing emotional regulation, buffering the impact of stressors such as unemployment (<xref ref-type="bibr" rid="B46">46</xref>), providing emotional support, and contributing to financial stability (<xref ref-type="bibr" rid="B47">47</xref>). Married individuals may derive emotional and functional support through their family roles, partially compensating for the loss of occupational identity. In contrast, unemployed unmarried individuals may lack stable support networks (<xref ref-type="bibr" rid="B48">48</xref>), making them more vulnerable to loneliness and social alienation (<xref ref-type="bibr" rid="B49">49</xref>), thereby intensifying psychological fragility. Those who are financially dependent on their parents are particularly prone to experiences of stigma, further increasing their risk for mental health problems. As a result, they are more likely to seek psychological support through hotlines as a form of substitute support or emotional expression (<xref ref-type="bibr" rid="B50">50</xref>).</p>
<p>Regression analysis indicated that unemployed callers with 16 or more years of education reported lower levels of hopelessness, psychological distress, and depressive symptoms. Hence, educational attainment is a key determinant of mental health, with higher levels of education being associated with greater psychological literacy and a reduced risk and severity of mental health problems (<xref ref-type="bibr" rid="B51">51</xref>, <xref ref-type="bibr" rid="B52">52</xref>). OECD data shows that for every year of education lost, the risk of developing depression after unemployment increases by 7% (<xref ref-type="bibr" rid="B53">53</xref>). Higher education fosters a problem-solving mindset toward health, encourages proactive use of medical and preventive services (<xref ref-type="bibr" rid="B54">54</xref>), and strengthens individuals&#x2019; capacity to recognize psychological distress and manage stress effectively (<xref ref-type="bibr" rid="B55">55</xref>). Moreover, education enhances self-efficacy and facilitates the development of social support networks, thereby improving resilience and hopefulness in the face of unemployment, and mitigating negative emotional responses (<xref ref-type="bibr" rid="B56">56</xref>).</p>
<p>Regression analysis also revealed that callers with a history of psychiatric diagnoses exhibited lower rates of suicidal ideation, but reported higher levels of hopelessness, psychological distress, and depression. Individuals with a history of psychiatric diagnoses face an unemployment rate 1.8 times higher than the general population (<xref ref-type="bibr" rid="B7">7</xref>) and experience a 40% longer reemployment period. Unemployment not only exacerbates preexisting symptoms of anxiety and depression but also undermines compensatory mechanisms such as social support systems, leading to a collapse in self-regulation. Financial strain and identity crises further diminish individuals&#x2019; sense of hope (<xref ref-type="bibr" rid="B36">36</xref>). The lower incidence of suicidal ideation among these individuals may be attributed to their&#xa0;integration into the mental healthcare system, where they receive professional interventions such as pharmacotherapy, psychotherapy, and crisis management, which have been proven to effectively reduce suicide risk (<xref ref-type="bibr" rid="B57">57</xref>, <xref ref-type="bibr" rid="B58">58</xref>). Furthermore, the disease&#xa0;management process often provides access to relatively stable support systems, including family support, regular follow-up care, and community resources, which contribute to a reduced risk of suicide among callers (<xref ref-type="bibr" rid="B59">59</xref>, <xref ref-type="bibr" rid="B60">60</xref>). However, hopelessness, psychological distress, and the severity of depression are themselves significant risk factors for suicide. Even if current suicidal ideation is low, continuous monitoring and reinforced interventions remain necessary to prevent risk accumulation and potential crisis escalation.</p>
<p>Regression analysis further showed that callers who contacted the hotline between 8:00 and 23:00 exhibited significantly lower levels of hopelessness compared to those calling between 0:00 and 7:00. Individuals are more likely to contact mental health hotlines when alone (<xref ref-type="bibr" rid="B51">51</xref>), and nighttime is associated with heightened subjective loneliness and negative emotions; the reduced accessibility of social support during these hours may intensify feelings of hopelessness (<xref ref-type="bibr" rid="B61">61</xref>). During the day, unemployed individuals have greater access to online skills training and community activities, which facilitate social interaction and external support, thereby alleviating negative emotions (<xref ref-type="bibr" rid="B62">62</xref>). Moreover, research indicates that individuals with stronger coping abilities and proactive tendencies are more likely to seek help during daytime hours (<xref ref-type="bibr" rid="B63">63</xref>), which may further influence the overall mental state of callers during this period.</p>
<p>This study has several limitations. Firstly, the data were obtained from a psychological support hotline, which may introduce selection bias and reporting bias, as callers are all self-initiated help-seekers, and underreporting may occur particularly regarding stigmatized or sensitive issues. Secondly, the findings are based on cross-sectional data, limiting the ability to infer causal relationships. Future research should adopt longitudinal designs to further explore the dynamic relationship between unemployment and mental health. Additionally, the study period encompassed both the COVID-19 pandemic and the post-pandemic phases. While the pandemic likely impacted individuals&#x2019; psychological states and help-seeking behaviors, this study did not conduct an in-depth analysis of its effects across these phases. Future studies could further investigate the influence of the pandemic and related factors on mental health at various phases. Finally, socioeconomic variables such as duration of unemployment, specific occupational categories, and economic status were not included in this study. Subsequent research could incorporate these factors to provide more comprehensive mental health intervention strategies.</p>
</sec>
<sec id="s5" sec-type="conclusions">
<label>5</label>
<title>Conclusions</title>
<p>The current study, based on an analysis of unemployed callers to the Beijing Psychological Support Hotline, found that women, young adults aged 19-29, and individuals who are unmarried or divorced demonstrate elevated psychological distress or suicide risk. Among them, callers with a history of psychiatric diagnoses showed lower levels of suicidal ideation but higher levels of hopelessness and depression. Hotline operators should receive regular specialized training to enhance their sensitivity and capacity for identifying and intervening with high-risk individuals. Emphasizing the heterogeneity of psychological distress among callers can improve the precision and professionalism of service responses, optimize resource allocation and support mechanisms, and ultimately alleviate psychological burdens and promote mental health recovery.</p>
</sec>
</body>
<back>
<sec id="s6" sec-type="data-availability">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/supplementary material. Further inquiries can be directed to the corresponding author.</p>
</sec>
<sec id="s7" sec-type="ethics-statement">
<title>Ethics statement</title>
<p>The study involving human participants was reviewed and approved by the Ethics Review Committee of Beijing Huilongguan Hospital. All data were de-identified prior to analysis and were retrospectively collected from routine psychological support hotline records. Written informed consent from the participants or their legal guardians was not required in accordance with national legislation and institutional requirements, as the data were anonymized and used for research purposes only.</p>
</sec>
<sec id="s8" sec-type="author-contributions">
<title>Author contributions</title>
<p>XL: Writing &#x2013; review &amp; editing, Writing &#x2013; original draft. ZL: Writing &#x2013; review &amp; editing, Writing &#x2013; original draft. TW: Data curation, Formal analysis, Writing &#x2013; review &amp; editing. ZY: Methodology, Writing &#x2013; review &amp; editing. WW: Writing &#x2013; review &amp; editing, Data curation. LZ: Methodology, Investigation, Writing &#x2013; review &amp; editing. SY: Resources, Data curation, Writing &#x2013; review &amp; editing. HL: Resources, Writing &#x2013; review &amp; editing, Methodology.</p>
</sec>
<sec id="s9" sec-type="funding-information">
<title>Funding</title>
<p>The author(s) declare financial support was received for the research and/or publication of this article. This work was supported by Beijing Natural Science Foundation, China, under Grant No. 7182074. The project title is &#x201c;Abnormal Serum Levels of NCAM/PSA-NCAM as Markers for Cognitive Impairment in Schizophrenia and Their Imaging Evidence&#x201d;.</p>
</sec>
<sec id="s10" sec-type="COI-statement">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec id="s11" sec-type="correction-statement">
<title>Correction note</title>
<p>A correction has been made to this article. Details can be found at: <ext-link xlink:href="https://doi.org/10.3389/fpsyt.2025.1706852" ext-link-type="uri">10.3389/fpsyt.2025.1706852</ext-link>.</p>
</sec>
<sec id="s12" sec-type="ai-statement">
<title>Generative AI statement</title>
<p>The author(s) declare that no Generative AI was used in the creation of this manuscript.</p>
<p>Any alternative text (alt text) provided alongside figures in this article has been generated by Frontiers with the support of artificial intelligence and reasonable efforts have been made to ensure accuracy, including review by the authors wherever possible. If you identify any issues, please contact us.</p>
</sec>
<sec id="s13" sec-type="disclaimer">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
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