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<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.2024.1410630</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>Post-traumatic stress disorder among military personnel admitted at the Northwest Command Level Three Military Hospital, Bahir Dar, Ethiopia, 2022: an institution-based cross-sectional study</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Tedla</surname>
<given-names>Assasahegn</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
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<contrib contrib-type="author">
<name>
<surname>Asnakew</surname>
<given-names>Sintayehu</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
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<contrib contrib-type="author">
<name>
<surname>Legas</surname>
<given-names>Getasew</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
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<contrib contrib-type="author">
<name>
<surname>Munie</surname>
<given-names>Birhanu Mengist</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
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<contrib contrib-type="author">
<name>
<surname>Tareke</surname>
<given-names>Minale</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
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<contrib contrib-type="author">
<name>
<surname>Beka</surname>
<given-names>Micheal</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
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<aff id="aff1">
<sup>1</sup>
<institution>Department of Psychiatry, School of Medicine, College of Health Science, Debre Tabor University</institution>, <addr-line>Debre Tabor</addr-line>, <country>Ethiopia</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Department of Psychiatry, School of Medicine, College of Health Science, Bahir Dar University</institution>, <addr-line>Bahir Dar</addr-line>, <country>Ethiopia</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Mohammadreza Shalbafan, Iran University of Medical Sciences, Iran</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Xiaoying Feng, American Institutes for Research, United States</p>
<p>Atefeh Zandifar, Alborz University of Medical Sciences, Iran</p>
<p>Helen Niemeyer, Free University of Berlin, Germany</p>
<p>Zelalem Birhan, Wollo University, Ethiopia</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Assasahegn Tedla, <email xlink:href="mailto:Assasahegntedla21@gmail.com">Assasahegntedla21@gmail.com</email>
</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>18</day>
<month>09</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>15</volume>
<elocation-id>1410630</elocation-id>
<history>
<date date-type="received">
<day>01</day>
<month>04</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>05</day>
<month>08</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2024 Tedla, Asnakew, Legas, Munie, Tareke and Beka</copyright-statement>
<copyright-year>2024</copyright-year>
<copyright-holder>Tedla, Asnakew, Legas, Munie, Tareke and Beka</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>Background</title>
<p>Post-traumatic stress disorder (PTSD) is one of the most common mental health problems that military personnel encounter. It could be lifelong and affect every aspect of military personnel, including their mental and physical health, family and social interactions, and their work. However, in Ethiopia, the magnitude and its associated factors have not been well investigated.</p>
</sec>
<sec>
<title>Objective</title>
<p>This study aimed to determine the prevalence of PTSD and its associated factors among military personnel, who were admitted at the Northwest Command Level Three Military Hospital, Bahir Dar, Northwest, Ethiopia, 2022.</p>
</sec>
<sec>
<title>Methods</title>
<p>An institution-based cross-sectional study was conducted from 21 June to 21 July 2022, at the Northwest Command Level Three Military Hospital. A computer-generated simple random sampling technique was used to select a total of 627 participants. The 17-item Military Version Checklist was utilized to measure PTSD. The Patient Health Questionnaire, Brief Resilience Coping, and Critical War Zone Experience scale were utilized to measure depression, resilience, and combat exposure, respectively. Descriptive, bivariate, and multivariate binary logistic regressions with odds ratios and a 95% confidence interval were used. The level of significance of the association was determined at a <italic>p</italic>-value &lt; 0.05.</p>
</sec>
<sec>
<title>Results</title>
<p>A total of 612 respondents participated, with a response rate of 97.6%. The prevalence of PTSD in this study was 21.9% (95% CI: 18.6, 25.2). In multivariable regression, female sex [adjusted odds ratio (AOR) = 2.3, 95% CI; 1.3, 3.87], combat personnel (AOR = 2.75, 95% CI; 1.44, 6.36), handling dead bodies (AOR = 2.5, 95% CI,1.24, 5.02), having 4&#x2013;5 deployments (AOR = 2.94, 95% CI, 1.63, 5.32), having &#x2265;6 deployments (AOR = 3.4, 95% CI, 1.95, 6.17), low resilience coping (AOR = 2.02, 95% CI; 1.16, 3.53), poor social support (AOR = 2.46, 95% CI, 1.39, 4.35), very high combat exposures (AOR = 4.8, 95% CI, 2.03, 11.93), and depression (AOR = 2.8, 95% CI, 1.68, 4.67) were significantly associated with PTSD.</p>
</sec>
<sec>
<title>Conclusion</title>
<p>PTSD is markedly prevalent among the Ethiopian military population, with key risk factors identified as being female, poor social support, low resilience coping skills, handling dead bodies, multiple deployments (four or more), high combat experiences, and depression. Healthcare professionals must prioritize the early diagnosis and intervention of PTSD in vulnerable groups of military personnel.</p>
</sec>
</abstract>
<kwd-group>
<kwd>depression</kwd>
<kwd>Ethiopia</kwd>
<kwd>military personnel</kwd>
<kwd>PTSD</kwd>
<kwd>prevalence</kwd>
</kwd-group>
<counts>
<fig-count count="1"/>
<table-count count="5"/>
<equation-count count="0"/>
<ref-count count="79"/>
<page-count count="12"/>
<word-count count="5381"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-in-acceptance</meta-name>
<meta-value>Adolescent and Young Adult Psychiatry</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<title>Introduction</title>
<p>Post-traumatic stress disorder (PTSD) is a syndrome that arises from exposure to actual or potential death, sexual assault, and military combat (<xref ref-type="bibr" rid="B1">1</xref>). PTSD has a significant impact on public health, with approximately 8 million individuals developing PTSD each year (<xref ref-type="bibr" rid="B2">2</xref>), contributing to 0.4% of years lived with disability (<xref ref-type="bibr" rid="B3">3</xref>), and approximately 3 million disability-adjusted life years are associated with PTSD in low- to middle-income countries (LMICs) (<xref ref-type="bibr" rid="B4">4</xref>).</p>
<p>PTSD is a common mental disorder, with slightly higher rates among military personnel (13%) compared to the general population (6%) (<xref ref-type="bibr" rid="B5">5</xref>). This might be because military personnel experience more combat trauma and paramilitary trauma than civilians (<xref ref-type="bibr" rid="B6">6</xref>). Hence, exposure to trauma is a prerequisite for PTSD (<xref ref-type="bibr" rid="B7">7</xref>, <xref ref-type="bibr" rid="B8">8</xref>). Additionally, military personnel experience various stressful situations, including repeated exposure to death and injuries, exhaustion and deprivation, and separation from family and friends (<xref ref-type="bibr" rid="B9">9</xref>&#x2013;<xref ref-type="bibr" rid="B11">11</xref>). Furthermore, approximately 44%&#x2013;72% of veterans experience high levels of stress after returning to civilian life (<xref ref-type="bibr" rid="B12">12</xref>) and they are at high risk of violence and aggressive traumatic-related disorders (<xref ref-type="bibr" rid="B13">13</xref>). Together, these conditions contribute to military personnel being more prone to PTSD.</p>
<p>Approximately 50% of those who have been in the military have suffered mental health problems, including PTSD (<xref ref-type="bibr" rid="B14">14</xref>). Similarly, studies revealed that one in five (22%) of the Australian defense force population had experienced a mental disorder in the previous 12 months (<xref ref-type="bibr" rid="B15">15</xref>).</p>
<p>PTSD is one of the signature injuries; an estimated 13%&#x2013;20% of more than 2.6 million troops deployed in Iraq and Afghanistan suffer from PTSD (<xref ref-type="bibr" rid="B16">16</xref>). PTSD is the most frequent mental illness among military people, with a lifetime prevalence rate of 22% (<xref ref-type="bibr" rid="B17">17</xref>). Notably, it affects 16.8% of Australian veterans (<xref ref-type="bibr" rid="B18">18</xref>), 7.6% of Canadian armed forces members (<xref ref-type="bibr" rid="B19">19</xref>), 29% of China&#x2019;s veterans (<xref ref-type="bibr" rid="B20">20</xref>), and 25.8% of individuals serving in the South African defense force (<xref ref-type="bibr" rid="B6">6</xref>). Furthermore, the prevalence ranges from 6% to 31% among combat veterans in the United States (<xref ref-type="bibr" rid="B21">21</xref>).</p>
<p>PTSD in the military causes increased suicidal behavior (<xref ref-type="bibr" rid="B22">22</xref>), mounting substance use behaviors (<xref ref-type="bibr" rid="B23">23</xref>), difficulties in the mental health of spouses (<xref ref-type="bibr" rid="B24">24</xref>), reduced quality of life, impaired work performance, and a decline in the quality of family life (<xref ref-type="bibr" rid="B25">25</xref>). PTSD is frequently associated with other mental illnesses; 83.3% of PTSD patients had a co-occurring mental illness (<xref ref-type="bibr" rid="B26">26</xref>). Since then, active military personnel with comorbid psychological conditions had more severe symptomatology, lower rates of recovery, higher attrition from service, and higher rates of attempted and completed suicide (<xref ref-type="bibr" rid="B27">27</xref>).</p>
<p>Despite the significant burden of PTSD among the military population, over 80% of armed forces members with mental illness did not receive medication or counseling (<xref ref-type="bibr" rid="B28">28</xref>). Consequently, untreated mental health conditions can lead to a decline in operational readiness, an elevated likelihood of premature separation from the military, and mortality due to suicide (<xref ref-type="bibr" rid="B29">29</xref>). Especially in Ethiopia, like many LMICs, primary care clinics are staffed by providers with limited training in mental health, and high staff turnover (<xref ref-type="bibr" rid="B30">30</xref>). This might be contributing to Ethiopia&#x2019;s mounting burden of providing mental health services to military personnel.</p>
<p>The study in Ethiopia is limited; in a previous study, the prevalence of PTSD among Ethiopian military personnel was approximately 16% (<xref ref-type="bibr" rid="B31">31</xref>). Additionally, some factors such as time spent in forwarding, coping, and resilience, which were significantly associated in most others studies, were added in this study. Thus, this study aimed to determine the prevalence of PTSD and its associated factors among military personnel in a military treatment center at the Northwest Command Level Three Military Hospital in Bahir Dar.</p>
</sec>
<sec id="s2" sec-type="materials|methods">
<title>Materials and methods</title>
<sec id="s2_1">
<title>Study area and study period</title>
<p>The study was conducted from 21 June to 21 July 2022, at the Northwest Command Level Three Military Hospital, located in Bahir Dar city, in the Amhara region, approximately 565 km northwest of Addis Ababa, the capital city of Ethiopia. Since the rise of the conflict in northern Ethiopia between the Tigray People&#x2019;s Liberation Front party and the Ethiopian National Defense Forces (<xref ref-type="bibr" rid="B32">32</xref>), the attacked and injured soldiers have been receiving treatment at the Northwest Command Level Three Military Hospital, which is the Ethiopian Defense Force North West Command&#x2019;s residential area near Bahir Dar.</p>
<p>Since various hospitals provide treatments for injured troops, including the Northwest Command Level Three Military Hospital, the hospital serves as the base hospital for casualties. It renders dental, psychiatric, medical, and surgical services to outpatients and medical and surgical services to inpatients. Two Bachelor of Science (BSc) psychiatry professionals provide outpatient psychiatric services.</p>
</sec>
<sec id="s2_2">
<title>Study design and population</title>
<p>An institution-based cross-sectional study design was conducted. All admitted military personnel at the Northwest Command Level Three Military Hospital are the source population, whereas all admitted military personnel who were randomly selected during the data collection period were the study population.</p>
</sec>
<sec id="s2_3">
<title>Inclusion and exclusion criteria</title>
<p>All admitted military personnel during the data collection period who were capable of responding to the questionnaire were included in the study, whereas individuals who were seriously ill (failure to respond due to severe pain and unable to communicate) were excluded.</p>
</sec>
<sec id="s2_4">
<title>Sample size determination</title>
<p>The sample size was determined by using a single population proportion formula based on the estimated prevalence rate of PTSD of 16% taken from the previous research conducted in Ethiopia (<xref ref-type="bibr" rid="B31">31</xref>), with a 95% confidence level and 3% margin of error to increase the sample size, while applying the formula and the final sample size of 627 with a 10% non-response rate.</p>
</sec>
<sec id="s2_5">
<title>Sampling procedure</title>
<p>In this study, a simple random sampling technique was applied. To establish a sampling frame, we executed bed number labeling. To begin, a list of military personnel from all wards was compiled to create a single sampling frame. After selecting the military personnel and their bed numbers, assigned and labeled by four data collectors 2 days before the data collection period, a single sample frame was established. Finally, a computer-generated simple random number was used to pick study participants.</p>
</sec>
<sec id="s2_6">
<title>Data collection procedures</title>
<p>The questionnaire was initially written in English and translated into the local Amharic language by language experts. The questionnaire was then translated back into English by an independent person to verify the consistency and comprehensibility of the tool. A pre-test was also conducted on 5% (<xref ref-type="bibr" rid="B32">32</xref>) of participants at the Feleg hiwot compressive specialized hospital (which rendered service to military personnel during the conflict) to ensure the clarity of the questionnaires. Four BSc generic nurse data collectors and two BSc psychiatry nurse supervisors were recruited. Before data collection, the data collectors provided a comprehensive explanation of the study&#x2019;s objectives to every participant. Subsequently, the participants were requested to indicate their willingness and provide written consent. Finally, the participants filled out the questionnaires provided to them. Data quality was ensured by training the data collectors 3 days before data collection and continuous monitoring of the daily evaluation of each completed questionnaire by the principal investigator, who holds a Master of Sciences degree in mental health.</p>
</sec>
<sec id="s2_7">
<title>Data collection tools</title>
<p>The military version of the PTSD questionnaire (PCL-M) was used. The PTSD Checklist-Military Version is a self-report rating scale that assesses the severity of PTSD symptoms in the military. Participants respond with a five-point Likert scale ranging from 1 (not at all) to 5 (extremely) (1 = not at all, 2 = a little bit, 3 = moderately, 4 = quite a bit, and 5 = extremely). This score is calculated by summing all of the scale item responses together. The overall score can vary from 17 to 85, with higher levels indicating more seriousness. Ratings are based on current DSM criteria, based on how much a veteran has been affected by a specific traumatic military-related event, with a sensitivity of 0.82, a specificity of 0.83, and an internal consistency of 0.97 (<xref ref-type="bibr" rid="B33">33</xref>). The local language-translated version of PCL-M has demonstrated good reliability in this study, exhibiting a Cronbach&#x2019;s alpha coefficient of 0.93. The PCL-M has been employed in prior research conducted in Ethiopia, demonstrating commendable reliability in assessing PTSD among military personnel receiving hospital care (<xref ref-type="bibr" rid="B31">31</xref>). Furthermore, it has been utilized in numerous studies conducted on military populations (<xref ref-type="bibr" rid="B34">34</xref>, <xref ref-type="bibr" rid="B35">35</xref>).</p>
<p>The Patient Health Questionnaire (PHQ-9), a nine-item self-report questionnaire, was employed to assess depression, with a four-point ordinal scale used for scoring purposes. Individuals with a PHQ-9 score equal to or exceeding 10 were screened for depression, with scores ranging from 5 to 27. Validation studies conducted in adult populations in Ethiopia indicated a sensitivity of 86% and a specificity of 67% for the PHQ-9 (<xref ref-type="bibr" rid="B36">36</xref>). PHQ-9 has good measure of depression among the military population.</p>
<p>Combat exposure was measured on the Critical War Zone Experience scale. The combat exposure scale consisted of seven items assessing experiences. Participants were asked to indicate how often they experienced each combat stressor using a five-point Likert scale from 0 (&#x201c;never&#x201d;) to 4 (&#x201c;10+ times&#x201d;) and to respond based on the frequency of their experiences, such as &#x201c;seeing ill or injured women or children who you were unable to help,&#x201d; &#x201c;being directly responsible for the death of an enemy combatant,&#x201d; and &#x201c;having a buddy shot or hit who was near you.&#x201d; It was validated for PTSD in veterans&#x2019; clinics. The scale has a high alpha coefficient of 0.73 (<xref ref-type="bibr" rid="B37">37</xref>). The overall combat exposure score was created by summing across all scale items. The level of combat exposure was classified into four groups (low, medium, high, and very high) in accordance with a similar study done previously (<xref ref-type="bibr" rid="B38">38</xref>).</p>
<p>The patient&#x2019;s life threat was measured using the perceived stress scale, which has possible scores ranging from 0 to 40 on a five-point Likert scale (0 = never, 1 = almost never, 2 = sometimes, 3 = fairly often, and 4 = very often). This tool was validated in Ethiopian university students, and its Cronbach&#x2019;s alpha value of internal consistency was 0.80 (<xref ref-type="bibr" rid="B39">39</xref>).</p>
<p>The Brief Resilience Coping Scale measures a five-point scale response ranging from 1 (does not describe me at all) to 5 (very well describes me). Total sum scores range from 4 to 20. Scores of 4&#x2013;13 indicate low resilient coping, 14&#x2013;16 indicate medium resilient coping, and 17&#x2013;20 indicate high resilient coping, which have adequate internal consistency (<italic>r</italic>&#x2009;=&#x2009;0.76) and test&#x2013;retest reliability (<italic>r</italic>&#x2009;=&#x2009;0.71) (<xref ref-type="bibr" rid="B40">40</xref>). The Oslo-3 scale, which ranges from 3 to 8, was used to assess social support. The total score ranged from 3 to 14 on the OSS-3 questionnaire; sub-domain scores of &#x201c;3&#x2013;8,&#x201d; &#x201c;9&#x2013;11,&#x201d; and &#x201c;12&#x2013;14&#x201d; indicate poor social support, intermediate social support, and strong social support, respectively (<xref ref-type="bibr" rid="B41">41</xref>).</p>
<p>Types of combat exposures were assessed as yes or no and were adapted from the Army Mental Health Advisory Team combat exposure scale and different literature (<xref ref-type="bibr" rid="B38">38</xref>). The patients&#x2019; background information was assessed using a questionnaire that included sociodemographic and military-related demographic data. Child abuse (physical, sexual, and neglect) was assessed with yes or no questions. The respondents&#x2019; yes/no responses were analyzed to evaluate their history of substance use and clinical factors, which will be operationalized based on different literary works.</p>
</sec>
<sec id="s2_8">
<title>Data processing and analysis</title>
<p>After ensuring the completeness of the data, it was entered into Epi Data version 4.46 and then exported to Statistical Package for Social Science version 25.0. Dependent and independent variables in the study were described using descriptive statistics such as mean, standard deviation, frequency, and percentage. The results were visually presented through graphs and tables.</p>
<p>To identify PTSD and related factors, bivariate and multivariate binary logistic regression analyses were used. Variables that are significant in bivariate analysis (with a <italic>p</italic>-value 0.25) were considered for multivariable logistic regression analysis. The adjusted odds ratio (AOR) at the 95% confidence interval was used to evaluate the strength of the association. A <italic>p</italic>-value of 0.05 in multivariate logistic regression was deemed statistically significant. The goodness of the model fit was evaluated using the Hosmer and Lemeshow test, yielding a value of 0.93.</p>
</sec>
</sec>
<sec id="s3" sec-type="results">
<title>Results</title>
<p>A total of 627 participants with a response rate of 97.6% participated in this study. The mean age of the respondents was 30 years, with a standard deviation of &#xb1;6.4 years. Among the participants, 278 individuals (36.6%) were aged 30 years and older, with 466 (76.1%) being men and 261 (42.6%) identifying as orthodox followers. As regards educational status, 228 participants (37.3%) were in grades 9&#x2013;12.</p>
<p>Regarding military characteristics, most respondents were non-commissioned officers [507 (82.6%)], mean age at first deployment was 25 years with a standard deviation of &#xb1;3.1, and the majority of the respondents [526 (85.9%)] had more than one deployment (<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>Sociodemographic and military characteristics of military personnel, Northwest Command Level Three Military Hospital, Ethiopia, 2022 (<italic>n</italic> = 612).</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" colspan="2" align="left">Sociodemographic characteristics</th>
<th valign="top" align="left">Frequency</th>
<th valign="top" align="left">Percentage</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" rowspan="3" align="left">Age</td>
<td valign="top" align="left">18&#x2013;24</td>
<td valign="top" align="left">128</td>
<td valign="top" align="left">20.9</td>
</tr>
<tr>
<td valign="top" align="left">25&#x2013;29</td>
<td valign="top" align="left">206</td>
<td valign="top" align="left">33.7</td>
</tr>
<tr>
<td valign="top" align="left">&#x2265;30</td>
<td valign="top" align="left">278</td>
<td valign="top" align="left">45.4</td>
</tr>
<tr>
<td valign="top" rowspan="2" align="left">Sex</td>
<td valign="top" align="left">Male</td>
<td valign="top" align="left">466</td>
<td valign="top" align="left">69.3</td>
</tr>
<tr>
<td valign="top" align="left">Female</td>
<td valign="top" align="left">146</td>
<td valign="top" align="left">30.7</td>
</tr>
<tr>
<td valign="top" rowspan="3" align="left">Religion</td>
<td valign="top" align="left">Orthodox</td>
<td valign="top" align="left">261</td>
<td valign="top" align="left">42.6</td>
</tr>
<tr>
<td valign="top" align="left">Muslim</td>
<td valign="top" align="left">162</td>
<td valign="top" align="left">26.5</td>
</tr>
<tr>
<td valign="top" align="left">Protestant</td>
<td valign="top" align="left">189</td>
<td valign="top" align="left">30.9</td>
</tr>
<tr>
<td valign="top" rowspan="3" align="left">Marital status</td>
<td valign="top" align="left">Married</td>
<td valign="top" align="left">186</td>
<td valign="top" align="left">30.4</td>
</tr>
<tr>
<td valign="top" align="left">Single</td>
<td valign="top" align="left">386</td>
<td valign="top" align="left">63.1</td>
</tr>
<tr>
<td valign="top" align="left">Divorced/Widowed</td>
<td valign="top" align="left">40</td>
<td valign="top" align="left">6.5</td>
</tr>
<tr>
<td valign="top" rowspan="3" align="left">Educational status</td>
<td valign="top" align="left">Grades 1&#x2013;8</td>
<td valign="top" align="left">174</td>
<td valign="top" align="left">28.4</td>
</tr>
<tr>
<td valign="top" align="left">Grades 9&#x2013;12</td>
<td valign="top" align="left">228</td>
<td valign="top" align="left">37.3</td>
</tr>
<tr>
<td valign="top" align="left">Diploma and above</td>
<td valign="top" align="left">210</td>
<td valign="top" align="left">34.3</td>
</tr>
<tr>
<th valign="top" colspan="4" align="left">Military characteristics</th>
</tr>
</tbody>
<tbody>
<tr>
<td valign="top" rowspan="2" align="left">Service in military</td>
<td valign="top" align="left">&lt;5</td>
<td valign="top" align="left">413</td>
<td valign="top" align="left">62.5</td>
</tr>
<tr>
<td valign="top" align="left">&#x2265;5</td>
<td valign="top" align="left">199</td>
<td valign="top" align="left">37.5</td>
</tr>
<tr>
<td valign="top" rowspan="2" align="left">Rank</td>
<td valign="top" align="left">Commissioned officer</td>
<td valign="top" align="left">103</td>
<td valign="top" align="left">17.2</td>
</tr>
<tr>
<td valign="top" align="left">Non-commissioned officer</td>
<td valign="top" align="left">507</td>
<td valign="top" align="left">82.8</td>
</tr>
<tr>
<td valign="top" rowspan="2" align="left">Branch</td>
<td valign="top" align="left">Army</td>
<td valign="top" align="left">524</td>
<td valign="top" align="left">85.6</td>
</tr>
<tr>
<td valign="top" align="left">Airforce/special force/mechanized</td>
<td valign="top" align="left">88</td>
<td valign="top" align="left">14.4</td>
</tr>
<tr>
<td valign="top" rowspan="2" align="left">Nature of duty</td>
<td valign="top" align="left">Combat</td>
<td valign="top" align="left">499</td>
<td valign="top" align="left">81.5</td>
</tr>
<tr>
<td valign="top" align="left">Combat supporter/services supporter</td>
<td valign="top" align="left">113</td>
<td valign="top" align="left">18.5</td>
</tr>
<tr>
<td valign="top" rowspan="3" align="left">Number of deployments</td>
<td valign="top" align="left">1&#x2013;3 deployment</td>
<td valign="top" align="left">371</td>
<td valign="top" align="left">60.6</td>
</tr>
<tr>
<td valign="top" align="left">4&#x2013;5 deployment</td>
<td valign="top" align="left">122</td>
<td valign="top" align="left">19.9</td>
</tr>
<tr>
<td valign="top" align="left">&#x2265;6 deployment</td>
<td valign="top" align="left">119</td>
<td valign="top" align="left">19.5</td>
</tr>
<tr>
<td valign="top" rowspan="2" align="left">Length of deployment in months</td>
<td valign="top" align="left">1&#x2013;5 months</td>
<td valign="top" align="left">258</td>
<td valign="top" align="left">42.2</td>
</tr>
<tr>
<td valign="top" align="left">&#x2265;6 months</td>
<td valign="top" align="left">354</td>
<td valign="top" align="left">58.8</td>
</tr>
<tr>
<td valign="top" rowspan="2" align="left">Age at first deployment</td>
<td valign="top" align="left">&lt;25</td>
<td valign="top" align="left">290</td>
<td valign="top" align="left">47.4</td>
</tr>
<tr>
<td valign="top" align="left">&#x2265;25</td>
<td valign="top" align="left">322</td>
<td valign="top" align="left">52.6</td>
</tr>
<tr>
<td valign="top" rowspan="4" align="left">Time spent in forward area in months</td>
<td valign="top" align="left">1&#x2013;2 months</td>
<td valign="top" align="left">118</td>
<td valign="top" align="left">19.3</td>
</tr>
<tr>
<td valign="top" align="left">3&#x2013;4 months</td>
<td valign="top" align="left">179</td>
<td valign="top" align="left">29.2</td>
</tr>
<tr>
<td valign="top" align="left">5&#x2013;6 months</td>
<td valign="top" align="left">153</td>
<td valign="top" align="left">25.0</td>
</tr>
<tr>
<td valign="top" align="left">&#x2265;7 months</td>
<td valign="top" align="left">162</td>
<td valign="top" align="left">26.5</td>
</tr>
</tbody>
</table>
</table-wrap>
<sec id="s3_1">
<title>Substance-related factors</title>
<p>Out of the 612 participants, 234 individuals (38.1%) reported ever use of alcohol, while approximately 10.2% of the respondents indicated current alcohol consumption (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>).</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Showing the distribution of substance-related factors of the respondents among military personnel Northwest command level three military hospital, Ethiopia 2022 (n=612).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpsyt-15-1410630-g001.tif"/>
</fig>
</sec>
<sec id="s3_2">
<title>Clinical factors of the respondents</title>
<p>Approximately 40 participants (6.5%) reported a family history of mental illness, while 62 participants (10.1%) had a known history of chronic medical illness. Overall, 172 (28.1%) of all participants were found to have depression (<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>Clinical factors of the respondents (military personnel, Northwest Command Level Three Military Hospital, Ethiopia, 2022; <italic>n</italic> = 612).</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left">Clinical factors</th>
<th valign="top" align="left">Category</th>
<th valign="top" align="left">Frequency</th>
<th valign="top" align="left">Percentage</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" rowspan="2" align="left">Have any known diagnosed chronic medical condition</td>
<td valign="top" align="left">Yes</td>
<td valign="top" align="left">62</td>
<td valign="top" align="left">10.1</td>
</tr>
<tr>
<td valign="top" align="left">No</td>
<td valign="top" align="left">550</td>
<td valign="top" align="left">89.9</td>
</tr>
<tr>
<td valign="top" rowspan="2" align="left">Known family history of mental illness</td>
<td valign="top" align="left">Yes</td>
<td valign="top" align="left">40</td>
<td valign="top" align="left">6.5</td>
</tr>
<tr>
<td valign="top" align="left">No</td>
<td valign="top" align="left">572</td>
<td valign="top" align="left">93.5</td>
</tr>
<tr>
<td valign="top" rowspan="2" align="left">Known history of mental illness in the past</td>
<td valign="top" align="left">Yes</td>
<td valign="top" align="left">33</td>
<td valign="top" align="left">5.4</td>
</tr>
<tr>
<td valign="top" align="left">No</td>
<td valign="top" align="left">579</td>
<td valign="top" align="left">94.6</td>
</tr>
<tr>
<td valign="top" rowspan="2" align="left">Having depression</td>
<td valign="top" align="left">Yes</td>
<td valign="top" align="left">172</td>
<td valign="top" align="left">28.1</td>
</tr>
<tr>
<td valign="top" align="left">No</td>
<td valign="top" align="left">440</td>
<td valign="top" align="left">79.1</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s3_3">
<title>Combat trauma exposure factors</title>
<p>The majority of the respondents, 466 (76.1%) and 497 (81.2%), have experience handling dead bodies and have faced being shot or receiving small arms fire, respectively. Regarding combat exposure, 175 (28.6%) of the participants had high combat exposure (<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>Distribution of combat trauma exposure factors of the respondents (military personnel, Northwest Command Level Three Military Hospital, Ethiopia, 2022; <italic>n</italic> = 612).</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left">Characteristics</th>
<th valign="top" align="left">Frequency</th>
<th valign="top" colspan="2" align="left">Percentage</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Ever been attacked or ambushed</td>
<td valign="top" align="left">450</td>
<td valign="top" colspan="2" align="left">73.5</td>
</tr>
<tr>
<td valign="top" align="left">Receiving incoming artillery, rocket, or mortar fire</td>
<td valign="top" align="left">389</td>
<td valign="top" colspan="2" align="left">63.6</td>
</tr>
<tr>
<td valign="top" align="left">Being shot at or receiving small arms fire</td>
<td valign="top" align="left">497</td>
<td valign="top" colspan="2" align="left">81.2</td>
</tr>
<tr>
<td valign="top" align="left">IED (improvised explosive device)/booby trap exploding near you</td>
<td valign="top" align="left">335</td>
<td valign="top" colspan="2" align="left">54.7</td>
</tr>
<tr>
<td valign="top" align="left">Aid wounded/shouted</td>
<td valign="top" align="left">438</td>
<td valign="top" colspan="2" align="left">71.6</td>
</tr>
<tr>
<td valign="top" align="left">Handling dead body</td>
<td valign="top" align="left">466</td>
<td valign="top" colspan="2" align="left">76.1</td>
</tr>
<tr>
<td valign="top" align="left">Hearing of a friend or co-worker being injured or killed</td>
<td valign="top" align="left">473</td>
<td valign="top" colspan="2" align="left">73.3</td>
</tr>
<tr>
<td valign="top" align="left">Seeing enemy forces wounded, killed or dead</td>
<td valign="top" align="left">450</td>
<td valign="top" colspan="2" align="left">73.5</td>
</tr>
<tr>
<th valign="top" colspan="4" align="left">Combat exposure</th>
</tr>
<tr>
<td valign="top" align="left">&#x2003;Low combat exposure</td>
<td valign="top" align="left">102</td>
<td valign="top" colspan="2" align="left">16.7</td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;Moderate combat exposure</td>
<td valign="top" align="left">170</td>
<td valign="top" colspan="2" align="left">27.8</td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;High combat exposure</td>
<td valign="top" align="left">175</td>
<td valign="top" colspan="2" align="left">28.6</td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;Very high combat exposure</td>
<td valign="top" align="left">165</td>
<td valign="top" colspan="2" align="left">27</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s3_4">
<title>Psychosocial factors</title>
<p>Out of the 612 participants, almost half, 285 (45.9%), reported having strong social support. Additionally, one-quarter of the participants, 155 (25.3%), reported a high perceived life threat, while 94 individuals (15.4%) disclosed experiencing childhood physical abuse and neglect in the past (<xref ref-type="table" rid="T4">
<bold>Table&#xa0;4</bold>
</xref>).</p>
<table-wrap id="T4" position="float">
<label>Table&#xa0;4</label>
<caption>
<p>Distribution of psychosocial factors of the respondents (military personnel, Northwest Command Level Three Military Hospital, Ethiopia, 2022; <italic>n</italic> = 612).</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left">Characteristics</th>
<th valign="top" align="left">Category</th>
<th valign="top" align="left">Frequency</th>
<th valign="top" align="left">Percentage</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" rowspan="3" align="left">Social support</td>
<td valign="top" align="left">Poor</td>
<td valign="top" align="left">281</td>
<td valign="top" align="left">29.9</td>
</tr>
<tr>
<td valign="top" align="left">Moderate</td>
<td valign="top" align="left">148</td>
<td valign="top" align="left">24.2</td>
</tr>
<tr>
<td valign="top" align="left">Strong</td>
<td valign="top" align="left">183</td>
<td valign="top" align="left">45.9</td>
</tr>
<tr>
<td valign="top" rowspan="3" align="left">Brief resilience coping scale</td>
<td valign="top" align="left">Low resilience</td>
<td valign="top" align="left">168</td>
<td valign="top" align="left">27.4</td>
</tr>
<tr>
<td valign="top" align="left">Moderate resilience</td>
<td valign="top" align="left">127</td>
<td valign="top" align="left">20.8</td>
</tr>
<tr>
<td valign="top" align="left">High resilience</td>
<td valign="top" align="left">317</td>
<td valign="top" align="left">51.8</td>
</tr>
<tr>
<td valign="top" rowspan="3" align="left">Perceive life threat</td>
<td valign="top" align="left">Low perceived stress</td>
<td valign="top" align="left">232</td>
<td valign="top" align="left">37.9</td>
</tr>
<tr>
<td valign="top" align="left">Moderate perceived stress</td>
<td valign="top" align="left">225</td>
<td valign="top" align="left">36.8</td>
</tr>
<tr>
<td valign="top" align="left">High perceived stress</td>
<td valign="top" align="left">155</td>
<td valign="top" align="left">25.3</td>
</tr>
<tr>
<td valign="top" rowspan="2" align="left">Child hood abuse or neglect</td>
<td valign="top" align="left">Yes</td>
<td valign="top" align="left">94</td>
<td valign="top" align="left">15.4</td>
</tr>
<tr>
<td valign="top" align="left">No</td>
<td valign="top" align="left">518</td>
<td valign="top" align="left">84.6</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s3_5">
<title>Prevalence of PTSD</title>
<p>The prevalence of PTSD in this population was 21.9% (95% CI: 18.6, 25.2).</p>
</sec>
<sec id="s3_6">
<title>Factors associated with post-traumatic stress disorder</title>
<p>To determine the association of independent variables with PTSD, bivariate and multivariate binary logistic regression analyses were carried out.</p>
<p>On the bivariate analysis of PTSD to each explanatory variable: female sex, number of deployments, nature of duty in the military, single, history of mental illness, family history of mental illness, experiencing childhood physical trauma and neglect, depression, combat exposures, brief resilience scale, handling dead bodies, aiding wounded, being attacked or ambushed, receiving in coming artillery, being shot at or receiving incoming small arms fire, and seeing enemy forces wounded, killed, or dead were found to be significant at a <italic>p</italic>-value less than 0.25.</p>
<p>These factors were entered into multivariable binary logistic regression for further analysis. In multivariate analysis, female sex, a larger number of deployments, combat participants, poor social support, low resilience copers, handling dead bodies, very high combat exposures, and depression were significantly associated with PTSD at a <italic>p</italic>-value less than 0.05.</p>
<p>Being female was 2.3 times more likely to develop PTSD as compared with those male respondents (AOR = 2.3, 95% CI; 1.3, 3.87). The odds of developing PTSD was three times higher among respondents who participated as combat personnel as compared with those respondents who participated as combat supporters and combat service supporters (AOR = 2.75, 95% CI: 1.44, 6.36). Handling dead bodies increased the odds of PTSD by 2.5 times (AOR = 2.5, 95% CI, 1.24, 5.02), whereas the odds of PTSD were 2.94 times higher with 4&#x2013;5 deployments (AOR = 2.94, 95% CI: 1.63, 5.32) and 3.4 times higher with &#x2265;6 deployments (AOR = 3.4, 95% CI, 1.95, 6.17) as compared to 1&#x2013;3 deployments (<xref ref-type="table" rid="T5">
<bold>Table&#xa0;5</bold>
</xref>).</p>
<table-wrap id="T5" position="float">
<label>Table&#xa0;5</label>
<caption>
<p>Bivariable and multivariable independent factors of PTSD among respondents (military personnel, Northwest Command Level Three Military Hospital, Ethiopia, 2022; <italic>n</italic> = 612).</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" rowspan="2" align="left">Variable</th>
<th valign="top" rowspan="2" align="left">Category</th>
<th valign="top" colspan="2" align="center">PTSD</th>
<th valign="top" rowspan="2" align="left">COR (95% CI)</th>
<th valign="top" rowspan="2" align="left">AOR (95% CI)</th>
</tr>
<tr>
<th valign="top" align="center">Yes</th>
<th valign="top" align="center">No</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" rowspan="2" align="left">Sex</td>
<td valign="top" align="left">Female</td>
<td valign="top" align="left">48</td>
<td valign="top" align="left">98</td>
<td valign="top" align="left">2.16 (1.42, 3.28)</td>
<td valign="top" align="left">2.3 (1.37, 3.84)**</td>
</tr>
<tr>
<td valign="top" align="left">Male</td>
<td valign="top" align="left">86</td>
<td valign="top" align="left">380</td>
<td valign="top" align="left">1</td>
<td valign="top" align="left">1</td>
</tr>
<tr>
<td valign="top" rowspan="2" align="left">Nature of duty</td>
<td valign="top" align="left">Combat</td>
<td valign="top" align="left">120</td>
<td valign="top" align="left">379</td>
<td valign="top" align="left">2.23 (1.23, 4.84)</td>
<td valign="top" align="left">3.03 (1.44, 6.36)**</td>
</tr>
<tr>
<td valign="top" align="left">Combat supporter/service supporter</td>
<td valign="top" align="left">44</td>
<td valign="top" align="left">99</td>
<td valign="top" align="left">1</td>
<td valign="top" align="left">1</td>
</tr>
<tr>
<td valign="top" rowspan="3" align="left">Marital status</td>
<td valign="top" align="left">Married</td>
<td valign="top" align="left">47</td>
<td valign="top" align="left">139</td>
<td valign="top" align="left">1</td>
<td valign="top" align="left">1</td>
</tr>
<tr>
<td valign="top" align="left">Single</td>
<td valign="top" align="left">78</td>
<td valign="top" align="left">308</td>
<td valign="top" align="left">0.75 (0.49, 1.13)</td>
<td valign="top" align="left">0.77 (0.46, 1.29)</td>
</tr>
<tr>
<td valign="top" align="left">Widowed/divorced</td>
<td valign="top" align="left">9</td>
<td valign="top" align="left">31</td>
<td valign="top" align="left">0.86 (0.38, 1.93)</td>
<td valign="top" align="left">0.69 (0.26, 1.9)</td>
</tr>
<tr>
<td valign="top" rowspan="2" align="left">Depression</td>
<td valign="top" align="left">Yes</td>
<td valign="top" align="left">73</td>
<td valign="top" align="left">99</td>
<td valign="top" align="left">4.58 (3.05, 6.87)</td>
<td valign="top" align="left">2.8 (1.68, 4.67)***</td>
</tr>
<tr>
<td valign="top" align="left">No</td>
<td valign="top" align="left">61</td>
<td valign="top" align="left">379</td>
<td valign="top" align="left">1</td>
<td valign="top" align="left">1</td>
</tr>
<tr>
<td valign="top" rowspan="3" align="left">Brief resilience coping</td>
<td valign="top" align="left">Low resilience</td>
<td valign="top" align="left">62</td>
<td valign="top" align="left">106</td>
<td valign="top" align="left">3.36 (2.16, 5.22)</td>
<td valign="top" align="left">2.02 (1.16, 3.54)*</td>
</tr>
<tr>
<td valign="top" align="left">Moderate</td>
<td valign="top" align="left">25</td>
<td valign="top" align="left">102</td>
<td valign="top" align="left">1.41 (0.82, 2.41)</td>
<td valign="top" align="left">1.42 (0.74, 2.73)</td>
</tr>
<tr>
<td valign="top" align="left">High resilience</td>
<td valign="top" align="left">47</td>
<td valign="top" align="left">270</td>
<td valign="top" align="left">1</td>
<td valign="top" align="left">1</td>
</tr>
<tr>
<td valign="top" rowspan="3" align="left">Social support</td>
<td valign="top" align="left">Poor</td>
<td valign="top" align="left">62</td>
<td valign="top" align="left">121</td>
<td valign="top" align="left">3.18 (2.02, 5.02)</td>
<td valign="top" align="left">2.46 (1.4, 4.35)**</td>
</tr>
<tr>
<td valign="top" align="left">Intermediate social</td>
<td valign="top" align="left">33</td>
<td valign="top" align="left">115</td>
<td valign="top" align="left">1.78 (1.06, 2.98)</td>
<td valign="top" align="left">1.3 (0.69, 2.41)</td>
</tr>
<tr>
<td valign="top" align="left">Strong</td>
<td valign="top" align="left">39</td>
<td valign="top" align="left">242</td>
<td valign="top" align="left">1</td>
<td valign="top" align="left">1</td>
</tr>
<tr>
<td valign="top" rowspan="4" align="left">Combat exposures</td>
<td valign="top" align="left">Low combat</td>
<td valign="top" align="left">10</td>
<td valign="top" align="left">92</td>
<td valign="top" align="left">1</td>
<td valign="top" align="left">1</td>
</tr>
<tr>
<td valign="top" align="left">Moderate combat</td>
<td valign="top" align="left">19</td>
<td valign="top" align="left">151</td>
<td valign="top" align="left">1.16 (0.52, 2.59)</td>
<td valign="top" align="left">1.26 (0.49, 3.25)</td>
</tr>
<tr>
<td valign="top" align="left">High combat</td>
<td valign="top" align="left">38</td>
<td valign="top" align="left">137</td>
<td valign="top" align="left">2.55 (1.21, 5.38)</td>
<td valign="top" align="left">2.18 (0.89, 5.32)</td>
</tr>
<tr>
<td valign="top" align="left">Very combat</td>
<td valign="top" align="left">67</td>
<td valign="top" align="left">98</td>
<td valign="top" align="left">6.29 (3.05, 12.9)</td>
<td valign="top" align="left">4.8 (2.04, 11.39)***</td>
</tr>
<tr>
<td valign="top" rowspan="3" align="left">Number of deployment</td>
<td valign="top" align="left">1&#x2013;3 deployments</td>
<td valign="top" align="left">45</td>
<td valign="top" align="left">326</td>
<td valign="top" align="left">1</td>
<td valign="top" align="left">1</td>
</tr>
<tr>
<td valign="top" align="left">4&#x2013;5 deployments</td>
<td valign="top" align="left">38</td>
<td valign="top" align="left">84</td>
<td valign="top" align="left">3.28 (2.0, 5.37)</td>
<td valign="top" align="left">2.95 (1.63, 5.3)***</td>
</tr>
<tr>
<td valign="top" align="left">&#x2265;6 deployments</td>
<td valign="top" align="left">51</td>
<td valign="top" align="left">68</td>
<td valign="top" align="left">5.43 (3.37, 8.77)</td>
<td valign="top" align="left">3.47 (1.95, 6.18)***</td>
</tr>
<tr>
<td valign="top" rowspan="2" align="left">Family history of mental illness</td>
<td valign="top" align="left">Yes</td>
<td valign="top" align="left">13</td>
<td valign="top" align="left">27</td>
<td valign="top" align="left">1.79 (0.89, 3.58)</td>
<td valign="top" align="left">1.38 (0.58, 3.28)</td>
</tr>
<tr>
<td valign="top" align="left">No</td>
<td valign="top" align="left">121</td>
<td valign="top" align="left">451</td>
<td valign="top" align="left">1</td>
<td valign="top" align="left">1</td>
</tr>
<tr>
<td valign="top" rowspan="2" align="left">Previous history of mental illness</td>
<td valign="top" align="left">Yes</td>
<td valign="top" align="left">13</td>
<td valign="top" align="left">20</td>
<td valign="top" align="left">2.46 (1.19, 5.09)</td>
<td valign="top" align="left">2.32 (0.89, 6.04)</td>
</tr>
<tr>
<td valign="top" align="left">No</td>
<td valign="top" align="left">121</td>
<td valign="top" align="left">458</td>
<td valign="top" align="left">1</td>
<td valign="top" align="left">1</td>
</tr>
<tr>
<td valign="top" rowspan="2" align="left">Childhood physical abuse and neglect</td>
<td valign="top" align="left">Yes</td>
<td valign="top" align="left">25</td>
<td valign="top" align="left">69</td>
<td valign="top" align="left">1.36 (0.82, 2.25)</td>
<td valign="top" align="left">1.54 (0.81, 2.93)</td>
</tr>
<tr>
<td valign="top" align="left">No</td>
<td valign="top" align="left">109</td>
<td valign="top" align="left">409</td>
<td valign="top" align="left">1</td>
<td valign="top" align="left">1</td>
</tr>
<tr>
<td valign="top" rowspan="2" align="left">Been attacked or ambushed</td>
<td valign="top" align="left">Yes</td>
<td valign="top" align="left">104</td>
<td valign="top" align="left">346</td>
<td valign="top" align="left">1.32 (0.84, 2.08)</td>
<td valign="top" align="left">1.27 (0.71, 2.27)</td>
</tr>
<tr>
<td valign="top" align="left">No</td>
<td valign="top" align="left">30</td>
<td valign="top" align="left">132</td>
<td valign="top" align="left">1</td>
<td valign="top" align="left">1</td>
</tr>
<tr>
<td valign="top" rowspan="2" align="left">Receiving artillery, rocket, or mortar fire</td>
<td valign="top" align="left">Yes</td>
<td valign="top" align="left">91</td>
<td valign="top" align="left">298</td>
<td valign="top" align="left">1.28 (0.85, 1.92)</td>
<td valign="top" align="left">1.08 (0.63, 1.87)</td>
</tr>
<tr>
<td valign="top" align="left">No</td>
<td valign="top" align="left">43</td>
<td valign="top" align="left">180</td>
<td valign="top" align="left">1</td>
<td valign="top" align="left">1</td>
</tr>
<tr>
<td valign="top" rowspan="2" align="left">Being shot at or receiving small arms fire</td>
<td valign="top" align="left">Yes</td>
<td valign="top" align="left">112</td>
<td valign="top" align="left">385</td>
<td valign="top" align="left">1.23 (0.74, 2.05)</td>
<td valign="top" align="left">0.91 (0.46, 1.78)</td>
</tr>
<tr>
<td valign="top" align="left">No</td>
<td valign="top" align="left">22</td>
<td valign="top" align="left">93</td>
<td valign="top" align="left">01</td>
<td valign="top" align="left">1</td>
</tr>
<tr>
<td valign="top" rowspan="2" align="left">IED/booby trap exploding near you</td>
<td valign="top" align="left">Yes</td>
<td valign="top" align="left">86</td>
<td valign="top" align="left">249</td>
<td valign="top" align="left">1.65 (1.11, 2.45)</td>
<td valign="top" align="left">2.32 (0.89, 6.04)</td>
</tr>
<tr>
<td valign="top" align="left">No</td>
<td valign="top" align="left">48</td>
<td valign="top" align="left">229</td>
<td valign="top" align="left">1</td>
<td valign="top" align="left">1</td>
</tr>
<tr>
<td valign="top" rowspan="2" align="left">Aid wounded/shouted</td>
<td valign="top" align="left">Yes</td>
<td valign="top" align="left">106</td>
<td valign="top" align="left">332</td>
<td valign="top" align="left">1.67 (1.05, 2.64)</td>
<td valign="top" align="left">1.22 (0.69, 2.13)</td>
</tr>
<tr>
<td valign="top" align="left">No</td>
<td valign="top" align="left">28</td>
<td valign="top" align="left">146</td>
<td valign="top" align="left">1</td>
<td valign="top" align="left">1</td>
</tr>
<tr>
<td valign="top" rowspan="2" align="left">Handling dead body</td>
<td valign="top" align="left">Yes</td>
<td valign="top" align="left">119</td>
<td valign="top" align="left">347</td>
<td valign="top" align="left">2.99 (1.69, 5.33)</td>
<td valign="top" align="left">2.5 (1.25, 5.0)*</td>
</tr>
<tr>
<td valign="top" align="left">No</td>
<td valign="top" align="left">45</td>
<td valign="top" align="left">131</td>
<td valign="top" align="left">1</td>
<td valign="top" align="left">1</td>
</tr>
<tr>
<td valign="top" rowspan="2" align="left">Witnessed a friend being injured or killed</td>
<td valign="top" align="left">Yes</td>
<td valign="top" align="left">109</td>
<td valign="top" align="left">364</td>
<td valign="top" align="left">1.37 (0.84, 2.21)</td>
<td valign="top" align="left">1.17 (0.62, 2.23)</td>
</tr>
<tr>
<td valign="top" align="left">No</td>
<td valign="top" align="left">25</td>
<td valign="top" align="left">114</td>
<td valign="top" align="left">1</td>
<td valign="top" align="left">1</td>
</tr>
<tr>
<td valign="top" rowspan="2" align="left">Seeing enemy wounded, killed, or dead</td>
<td valign="top" align="left">Yes</td>
<td valign="top" align="left">104</td>
<td valign="top" align="left">346</td>
<td valign="top" align="left">1.32 (0.84, 2.08)</td>
<td valign="top" align="left">1.11 (0.67, 1.98)</td>
</tr>
<tr>
<td valign="top" align="left">No</td>
<td valign="top" align="left">30</td>
<td valign="top" align="left">132</td>
<td valign="top" align="left">1</td>
<td valign="top" align="left">1</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>***p &lt; 0.001, **p &lt; 0.01, *p &lt; 0.05, statistically significant; 1 = reference; model goodness of fit (Hosmer and Lemeshow) = 0.913. IED, improvised explosive device.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<p>Respondents with low resilience were twice as likely to develop PTSD as those with high resilience (AOR = 2.0, 95% CI: 1.16, 3.53), and those with low social support had 2.46 times higher odds of PTSD compared to individuals with strong social support (AOR = 2.46, 95% CI: 1.39, 4.35). Additionally, the likelihood of developing PTSD was 4.8 times greater for respondents who experienced very high combat exposure relative to those with low exposure (AOR = 4.81, 95% CI: 2.03, 11.93). The odds of developing PTSD were 2.80 times higher among those respondents who had depression than those who had no depression (AOR = 2.8, 95% CI: 1.68, 4.67).</p>
</sec>
</sec>
<sec id="s4" sec-type="discussion">
<title>Discussion</title>
<p>The military community at large, as well as those who have experienced combat battle in the war, may be adversely affected by PTSD. The prevalence of PTSD in this study was 21.9% (95% CI: 18.6, 25.2). This finding was in line with the studies conducted among US military personnel (25.1%) (<xref ref-type="bibr" rid="B42">42</xref>), Nepal&#x2019;s army combatants (21.9%) (<xref ref-type="bibr" rid="B35">35</xref>), UK combat-injured military personnel (18.5%) (<xref ref-type="bibr" rid="B43">43</xref>), US soldiers exposed to combat (19%) (<xref ref-type="bibr" rid="B44">44</xref>), and admitted veterans in Nigeria (22%) (<xref ref-type="bibr" rid="B45">45</xref>).</p>
<p>On the other hand, the outcome of this study indicated a PTSD prevalence of 21.9%, which was lower than those of earlier studies on South African military veterans (33%) (<xref ref-type="bibr" rid="B46">46</xref>)., military veterans in China&#x2019;s Xinjiang region (29%) (<xref ref-type="bibr" rid="B20">20</xref>), soldiers with amputation of a limb or spinal injury in Sri Lanka (41.7%) (<xref ref-type="bibr" rid="B47">47</xref>), New Zealand military personnel (30%) (<xref ref-type="bibr" rid="B34">34</xref>), US military service members (47%) (<xref ref-type="bibr" rid="B48">48</xref>), and US War Veterans Health Care clinic patients (37.8%) (<xref ref-type="bibr" rid="B49">49</xref>).</p>
<p>The possible reason for the high prevalence among Sri Lankan military personnel is that the study focuses on those who have suffered spinal injuries and amputations; as a result, individuals who have undergone amputations have higher rates of anxiety and depression (<xref ref-type="bibr" rid="B50">50</xref>), which are associated with PTSD. Furthermore, the severity of the trauma predicts the onset of PTSD (<xref ref-type="bibr" rid="B51">51</xref>). Likewise, there is increased prevalence in the study done in Western countries, the US (<xref ref-type="bibr" rid="B48">48</xref>, <xref ref-type="bibr" rid="B49">49</xref>), and New Zealand (<xref ref-type="bibr" rid="B34">34</xref>). It might be that Ethiopia has intimate family structures and a stronger extended family system than Western nations. According to the study, strong support networks (family and community) can enhance resilience and help to mitigate the psychological effects of severe battlefield injuries, including PTSD (<xref ref-type="bibr" rid="B52">52</xref>, <xref ref-type="bibr" rid="B53">53</xref>).</p>
<p>Furthermore, the research carried out in South Africa employed a non-probability sampling method that utilized convenience and snowball sampling techniques. Similarly, it could be a sample size difference, an instrument difference (lower PCL-C cutoff of &lt;30 in the New Zealand military), a lower cutoff point that increases the magnitude of PTSD, and possible sociocultural differences that contribute to the difference.</p>
<p>This study had a PTSD prevalence of 21.9%, which is higher than the 15.5% reported in an earlier study at an Ethiopian military hospital (<xref ref-type="bibr" rid="B31">31</xref>). The difference might be that the current study was undertaken during the conflict, and those who have deployment-related injuries and combat exposure could be a possible factor, because combat exposure and minor wounds and injuries increase the prevalence of PTSD (<xref ref-type="bibr" rid="B54">54</xref>, <xref ref-type="bibr" rid="B55">55</xref>). Additionally, the lifetime prevalence of PTSD is two to three times higher in the injured than in the uninjured (<xref ref-type="bibr" rid="B42">42</xref>).</p>
<p>The result of this study is also higher than studies done on hospitalized US soldiers with combat injuries (4.2%) (<xref ref-type="bibr" rid="B55">55</xref>), Australian veteran peacekeepers (16.8%) (<xref ref-type="bibr" rid="B18">18</xref>), Canadian armed forces (7.6%) (<xref ref-type="bibr" rid="B19">19</xref>), war veterans in Kosovo (11.2%) (<xref ref-type="bibr" rid="B56">56</xref>), UK armed forces personnel (3.5%) (<xref ref-type="bibr" rid="B57">57</xref>), and Nepali army personnel and veterans (9%) (<xref ref-type="bibr" rid="B58">58</xref>). The low PTSD prevalence rates in the research done in Kosovo (<xref ref-type="bibr" rid="B56">56</xref>) and Canadian armed forces (<xref ref-type="bibr" rid="B59">59</xref>) could be due to the fact that the research involved non-admitted and non-injured military personnel, which would contribute to a lower chance of reporting PTSD (<xref ref-type="bibr" rid="B60">60</xref>). The delay in starting the study and the occurrence of trauma 15 years after the insurgency in Nepal&#x2019;s military army (<xref ref-type="bibr" rid="B58">58</xref>) and 8 years after the war in Kosovo might contribute to the difference (<xref ref-type="bibr" rid="B56">56</xref>). Evidence showed that after 1 year of the occurrence of trauma, the prevalence of PTSD decreased by 50% (<xref ref-type="bibr" rid="B61">61</xref>). Additionally, the difference might also be due to a difference in the instruments (Harvard Trauma Questionnaire-40 HTQ, WHO&#x2019;s Composite International Diagnostic Interview).</p>
<p>As regards the independent predictors of PTSD among admitted military personnel, female sex, low social support, a greater number of deployments, depression, low brief resilience, very high combat exposure, and handling dead bodies are significantly associated with PTSD.</p>
<p>In this study, being female was significantly associated with PTSD. This finding was supported in previous studies (<xref ref-type="bibr" rid="B62">62</xref>&#x2013;<xref ref-type="bibr" rid="B65">65</xref>). The possible reason might be that women have experienced more sexual and gender harassment than men. This is evidenced by the data indicating that half of military women face some type of gender harassment each year (<xref ref-type="bibr" rid="B66">66</xref>), and have experienced military sexual trauma each year (<xref ref-type="bibr" rid="B67">67</xref>), suggesting that gender harassment and military sexual trauma are negatively associated with mental health outcomes, including PTSD (<xref ref-type="bibr" rid="B68">68</xref>).</p>
<p>Respondents who participated as combat personnel were 3.0 times more likely to develop PTSD than respondents who participated as combat supporters and combat service supporters. The possible reason could be that combat personnel could have been more susceptible to enemy attack, deployment, and combat exposure (<xref ref-type="bibr" rid="B23">23</xref>). Data revealed a threefold increase in PTSD symptoms or diagnoses among deployed military personnel who reported combat exposures than among deployed military personnel who did not report combat exposures (<xref ref-type="bibr" rid="B68">68</xref>). This result is in line with previous studies (<xref ref-type="bibr" rid="B69">69</xref>, <xref ref-type="bibr" rid="B70">70</xref>).</p>
<p>Participants who had a higher cumulative length of deployment (i.e., &#x2265;4 deployments) were more likely to develop PTSD as compared with respondents with a lower cumulative length of deployment. This was supported by previous studies (<xref ref-type="bibr" rid="B69">69</xref>, <xref ref-type="bibr" rid="B71">71</xref>). This is implicated by multiple deployments, which are thought to be an underlying factor in the high prevalence of substance use disorders (<xref ref-type="bibr" rid="B72">72</xref>). Thus, substance abuse prevents the body from naturally resolving trauma-related discomfort, increases physiologic arousal, and exacerbates PTSD symptoms (<xref ref-type="bibr" rid="B73">73</xref>).</p>
<p>Likewise, military personnel who had poor social support were 2.46 times more likely to develop PTSD as compared with those who had strong social support. This was also affirmed by previous studies (<xref ref-type="bibr" rid="B31">31</xref>, <xref ref-type="bibr" rid="B69">69</xref>, <xref ref-type="bibr" rid="B74">74</xref>&#x2013;<xref ref-type="bibr" rid="B76">76</xref>). Findings consistently demonstrate that people who receive greater social support are better able to handle crises. In contrast, those with less social support could find it more challenging to heal from trauma (<xref ref-type="bibr" rid="B77">77</xref>).</p>
<p>The odds of developing PTSD were two times higher among respondents who had low resilience than among those who had high resilience. This was supported by a previous study (<xref ref-type="bibr" rid="B76">76</xref>). It is evidenced by a high level of resilience, which is a protective factor against unfavorable consequences, such as PTSD. People with high levels of resilience are less likely to experience PTSD symptoms after a traumatic event (<xref ref-type="bibr" rid="B52">52</xref>). In addition, low emotional resilience and stress response have been linked to deficits in the catechol-O-methyltransferase Val158 Met polymorphism, i.e., an enzyme that metabolizes important nucleotides for PTSD, which is shown to affect the risk of developing PTSD (<xref ref-type="bibr" rid="B78">78</xref>).</p>
<p>Military personnel who had very high combat exposures were 4.8 times more likely to develop PTSD as compared with those who had experienced low combat exposures. This was also affirmed by previous studies (<xref ref-type="bibr" rid="B23">23</xref>, <xref ref-type="bibr" rid="B48">48</xref>, <xref ref-type="bibr" rid="B55">55</xref>, <xref ref-type="bibr" rid="B69">69</xref>, <xref ref-type="bibr" rid="B79">79</xref>). Moreover, the odds of developing PTSD were 2.5 times higher among respondents who had experienced handling dead bodies than those who had not. Other studies also found that military members who have encountered high combat situations are at an increased risk of developing PTSD (<xref ref-type="bibr" rid="B31">31</xref>). Military personnel who had depression were 2.8 times more likely to develop PTSD than respondents who had no depression. This finding was supported by the results of previous studies (<xref ref-type="bibr" rid="B48">48</xref>, <xref ref-type="bibr" rid="B56">56</xref>).</p>
<p>Overall, the military population is characterized by a notable prevalence of PTSD, which exerts a paramount influence on society, families, and individuals. The substantial impact of depression and other co-occurring conditions should not be overlooked and requires due consideration. Especially for individuals who have actively participated in combat and/or multiple deployments and have endured injuries and hospitalization during military activities, there exists a pressing need for comprehensive and easily accessible therapy and monitoring to effectively address their PTSD.</p>
<sec id="s4_1">
<title>Limitations</title>
<p>The cross-sectional nature of the study design might not show temporal relationships between PTSD and its predictors. There may be recall bias in some tools especially for the duration of deployment and number of deployments. Moreover, important factors such as sleep pattern that cause PTSD have been missed, which could predict PTSD.</p>
</sec>
</sec>
<sec id="s5" sec-type="conclusions">
<title>Conclusion</title>
<p>According to this study, the prevalence of PTSD in Ethiopia is significant among hospitalized military personnel. One in five admitted military personnel had screened positive for PTSD. Additionally, it was also found that female sex, low social support, a greater number of deployments, depression, low brief resilience, very high combat exposure, and handling dead bodies are significantly associated with PTSD. Moreover, the abovementioned military experiences and sociodemographic and clinical factor profiles need to be considered during the design and implementation of psychosocial interventions for military personnel. A longitudinal study is recommended to gain a better understanding of the causal relationship between PTSD and its associated risk factors.</p>
</sec>
</body>
<back>
<sec id="s6" sec-type="data-availability">
<title>Data availability statement</title>
<p>The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found in the article/Supplementary Material.</p>
</sec>
<sec id="s7" sec-type="ethics-statement">
<title>Ethics statement</title>
<p>Ethical clearance was obtained from the institutional ethical review Board of Bahir Dar University College of Medicine and Health Sciences with protocol number 497/2022 and a permission letter was obtained from the Amhara Public Health Institute. Finally, permission was obtained from North West Command of the Ethiopian Defense Force administrative office of level three military hospital. All study participants were asked about their willingness to participate and provided informed signed consent.</p>
</sec>
<sec id="s8" sec-type="author-contributions">
<title>Author contributions</title>
<p>AT: Conceptualization, Data curation, Formal Analysis, Investigation, Methodology, Software, Supervision, Writing &#x2013; original draft, Writing &#x2013; review &amp; editing. SA: Conceptualization, Data curation, Investigation, Methodology, Writing &#x2013; original draft, Writing &#x2013; review &amp; editing. GL: Conceptualization, Investigation, Methodology, Software, Writing &#x2013; original draft, Writing &#x2013; review &amp; editing. BM: Conceptualization, Methodology, Software, Writing &#x2013; original draft, Writing &#x2013; review &amp; editing. MT: Data curation, Investigation, Methodology, Software, Supervision, Writing &#x2013; original draft, Writing &#x2013; review &amp; editing. MB: Conceptualization, Data curation, Investigation, Methodology, Software, Supervision, Writing &#x2013; original draft, Writing &#x2013; review &amp; editing.</p>
</sec>
<sec id="s9" sec-type="funding-information">
<title>Funding</title>
<p>The author(s) declare that no financial support was received for the research, authorship, and/or publication of this article.</p>
</sec>
<ack>
<title>Acknowledgments</title>
<p>We express our gratitude to the Bahir Dar University College of Medicine and Health Sciences for their invaluable support and assistance. Additionally, we extend our acknowledgment to the administrative office staff of the Northwest Command Level Three Military Hospital, the dedicated data collectors, supervisors, and the study participants for their valuable time and unwavering effort.</p>
</ack>
<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="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>
<fn-group>
<title>Abbreviations</title>
<fn fn-type="abbr" id="abbrev1">
<p>AOR, adjusted odds ratio; CI, confidence interval; CIDI, Composite International Diagnostic Interview; DALYs, disability-adjusted life years; LMICs, low- and middle-income countries; IED, improvised explosive device; IES-R, Impact of Event Scale-Revised; OR, odds ratio; OSSS, Oslo Social Support scale; PTSD, post-traumatic stress disorder; PCL-M, post-traumatic stress disorder military version; PHQ9, Patient Health Questionnaire; SPSS, Statistical Packages for Social Sciences; WHO, World Health Organization; YLDs, years lived with disability.</p>
</fn>
</fn-group>
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