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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Public Health</journal-id>
<journal-title>Frontiers in Public Health</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Public Health</abbrev-journal-title>
<issn pub-type="epub">2296-2565</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fpubh.2025.1493964</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Public Health</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Effects of negative workplace behavior on job insecurity and turnover intention in healthcare workers: roles of psychological resilience</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name><surname>Zou</surname> <given-names>Jie</given-names></name>
<uri xlink:href="http://loop.frontiersin.org/people/1975157/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Yang</surname> <given-names>Yanhong</given-names></name>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Chen</surname> <given-names>Ling</given-names></name>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Bi</surname> <given-names>Yin</given-names></name>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Li</surname> <given-names>Na</given-names></name>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>Luo</surname> <given-names>Qin</given-names></name>
<xref ref-type="corresp" rid="c002"><sup>&#x0002A;</sup></xref>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>Zhang</surname> <given-names>Jin</given-names></name>
<xref ref-type="corresp" rid="c001"><sup>&#x0002A;</sup></xref>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
</contrib-group>
<aff><institution>Hepatobiliary Pancreatic Cancer Center, Chongqing University Cancer Hospital</institution>, <addr-line>Chongqing</addr-line>, <country>China</country></aff>
<author-notes>
<fn fn-type="edited-by"><p>Edited by: Biljana Filipovic, University of Applied Health Sciences, Croatia</p></fn>
<fn fn-type="edited-by"><p>Reviewed by: Ren Chen, Anhui Medical University, China</p>
<p>Luis Dias Martins, University Institute of Lisbon (ISCTE), Portugal</p></fn>
<corresp id="c001">&#x0002A;Correspondence: Jin Zhang <email>36519857&#x00040;qq.com</email></corresp>
<corresp id="c002">Qin Luo <email>591346401&#x00040;qq.com</email></corresp>
</author-notes>
<pub-date pub-type="epub">
<day>23</day>
<month>05</month>
<year>2025</year>
</pub-date>
<pub-date pub-type="collection">
<year>2025</year>
</pub-date>
<volume>13</volume>
<elocation-id>1493964</elocation-id>
<history>
<date date-type="received">
<day>10</day>
<month>09</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>24</day>
<month>03</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x000A9; 2025 Zou, Yang, Chen, Bi, Li, Luo and Zhang.</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Zou, Yang, Chen, Bi, Li, Luo and Zhang</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>Although negative workplace behavior as a key factor in healthcare staff turnover intention was well established, the mechanisms by which negative workplace behavior affects turnover intention are unclear. Extending the affective event theory, we aimed to (a) identify the interrelationships between negative workplace behavior, job insecurity, psychological resilience, and turnover intention in the healthcare setting and (b) clarify the mechanism among these variables.</p></sec>
<sec>
<title>Methods</title>
<p>A cross-sectional survey was conducted in China from February to April 2023 utilizing a quota sampling method. The Chinese version of the negative behaviors in health care survey, the workplace insecurity scale, the 10-item Connor-Davidson Resilience Scale, and the turnover intention scale were used to investigate.</p></sec>
<sec>
<title>Results</title>
<p>The survey resulted in 1,180 valid responses. Results were consistent with our hypothesized framework in which healthcare workers&#x00027; turnover intention was significantly and positively influenced by negative workplace behavior (&#x003B2; = 0.251, <italic>p</italic> &#x0003C; 0.01) and job insecurity (&#x003B2; = 0.322, <italic>p</italic> &#x0003C; 0.01). Job insecurity partly mediated the association between negative workplace behavior and turnover intention, which were significantly moderated by psychological resilience (&#x003B2; = &#x02212;0.041, <italic>p</italic> &#x0003C; 0.05).</p></sec>
<sec>
<title>Conclusions</title>
<p>Negative workplace behavior is critical in turnover intention among healthcare workers. One important consideration for hospital administrators and health policymakers is creating a peaceful and harmonious workplace to reduce the risk of unfavorable workplace conduct and turnover intention toward healthcare personnel. An essential psychological resilience-improving program should be developed to reduce the damage of negative workplace behavior and job insecurity against healthcare workers.</p></sec></abstract>
<kwd-group>
<kwd>negative workplace behavior</kwd>
<kwd>cross-sectional study</kwd>
<kwd>mediator</kwd>
<kwd>moderator</kwd>
<kwd>healthcare workers</kwd>
</kwd-group>
<counts>
<fig-count count="2"/>
<table-count count="3"/>
<equation-count count="0"/>
<ref-count count="40"/>
<page-count count="8"/>
<word-count count="5399"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Occupational Health and Safety</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1">
<title>1 Introduction</title>
<p>The shortage of healthcare workers is a serious and complex issue faced by the global healthcare system (<xref ref-type="bibr" rid="B1">1</xref>). The World Health Organization (WHO) noted that 12.9 million healthcare professionals will be short worldwide by 2035 (<xref ref-type="bibr" rid="B2">2</xref>). It has been observed that hospital nurses in various countries (such as Jordan, China) experience elevated levels of job burnout, heavy workloads, and a propensity to consider leaving their positions (<xref ref-type="bibr" rid="B3">3</xref>, <xref ref-type="bibr" rid="B4">4</xref>). According to a survey from American Nurses Foundation indicated that 23% registered nurses intended to leave their position and 29% were considering leaving their current position within the next 6 months attributed to the pandemic, high job demands and burnout (<xref ref-type="bibr" rid="B5">5</xref>, <xref ref-type="bibr" rid="B6">6</xref>). Turnover intention, defined as a conscious and deliberate willingness to leave the organization, is one of the major factors contributing to employee resignations and the strongest indicator that can predict an individual&#x00027;s turnover behavior (<xref ref-type="bibr" rid="B7">7</xref>). Studies confirmed that the high turnover rate of healthcare professionals increase costs and contribute to instability in the work environment owing to healthcare worker shortages (<xref ref-type="bibr" rid="B7">7</xref>, <xref ref-type="bibr" rid="B8">8</xref>). The cost of employee turnover is thought to be associated with a minimum of 5% of the annual revenue loss (<xref ref-type="bibr" rid="B9">9</xref>). Research showing the high cost of turnover and recruitment reflects the importance of employment stability. Turnover intentions of healthcare workers may predict turnover behavior which deserves further attention and investigation.</p>
<sec>
<title>1.1 Internal relationships between negative workplace behavior and turnover intention</title>
<p>A growing body of studies highlighted that one vital factor affecting the turnover intention of healthcare staff is the work environment (<xref ref-type="bibr" rid="B1">1</xref>). Workplace violence by patients or family members has received wide attention, but negative workplace behavior within the organization has been generally ignored. Negative workplace behavior involves psychological and physical hostility within the work environment that is pervasive and far-reaching for both the organization and its members (<xref ref-type="bibr" rid="B10">10</xref>). It can be divided into horizontal aggression between peers and vertical aggression between a leader and follower according to the directionality of the behavior (<xref ref-type="bibr" rid="B11">11</xref>). Due to the potential conflicts of interest and high-pressure work environments, negative behaviors within organizations can lead to endless stress and sustained pain for medical staff, which is no less harmful in the long run than bullying or violence from patients and family members (<xref ref-type="bibr" rid="B12">12</xref>). The unfavorable consequences of negative workplace behavior on turnover intention are well documented in past research (<xref ref-type="bibr" rid="B13">13</xref>). Previous studies have found that negative workplace behavior resulted in destroyed the harmonious atmosphere of the hospital (<xref ref-type="bibr" rid="B12">12</xref>), hindered healthcare workers&#x00027; teamwork (<xref ref-type="bibr" rid="B14">14</xref>), and ultimately affected the safety of patients (<xref ref-type="bibr" rid="B15">15</xref>).</p>
<p>Although there is growing evidence that workplace incivility is an important predictor of various types of turnover intention, little is known about the association between negative workplace behavior and turnover intention among healthcare workers (<xref ref-type="bibr" rid="B16">16</xref>). Affective events theory (AET) can provide valuable insights for understanding the relationship between negative workplace behavior and turnover intention, which assumes that the work environment indirectly alters work attitudes by influencing work events (<xref ref-type="bibr" rid="B17">17</xref>). Negative workplace behavior from peers or leaders can impact healthcare professionals&#x00027; working attitudes increasing the probability of turnover. Therefore, we attempt to explore the following research hypothesis:</p>
<p><bold>Hypothesis 1:</bold> Negative workplace behavior has a positive association with healthcare workers&#x00027; turnover intention.</p></sec>
<sec>
<title>1.2 The mediating role of job insecurity</title>
<p>Job insecurity refers to an individual&#x00027;s beliefs about the degree to which they fear losing their current job and the necessity of maintaining employment stability (<xref ref-type="bibr" rid="B18">18</xref>). The degree to which workers feel their employment is in jeopardy is reflected in their level of job insecurity (<xref ref-type="bibr" rid="B19">19</xref>). According to Hellgren et al. (<xref ref-type="bibr" rid="B20">20</xref>), there are two types of work insecurity: qualitative job insecurity, which refers to feelings of loss of important employment qualities, and quantitative job insecurity, which is based on subjective evaluations of the possibility of losing one&#x00027;s job. Previous study found that negative workplace behavior is a risk factor for job insecurity (<xref ref-type="bibr" rid="B21">21</xref>). Aisha Sarwar&#x00027;s study also revealed the link between job insecurity linking workplace bullying and nurse&#x00027;s deviant work behavior (<xref ref-type="bibr" rid="B13">13</xref>). Moreover, some scholars confirmed that workplace violence was positively related to healthcare workers&#x00027; job insecurity. Few research, nevertheless, have looked at the possible mediating mechanisms that underlie the links between negative workplace behavior and turnover intention through job insecurity.</p>
<p>AET assumes that the work environment indirectly alters work attitudes by influencing work events, which subsequently trigger affective experiences (<xref ref-type="bibr" rid="B17">17</xref>). It offers a framework for investigating how job insecurity plays a significant role in mediating the relationship between negative workplace behavior and turnover intention (<xref ref-type="bibr" rid="B17">17</xref>). Events that occur to people in work environments and elicit feelings are referred to as work events (such as negative workplace behavior). Affective experiences are the feelings&#x02014;whether favorable or unfavorable&#x02014;that arise from work-related situations (such as job insecurity). Workplace attitudes (such as turnover intention) are directly impacted by the affective experience. Wu et al. (<xref ref-type="bibr" rid="B22">22</xref>) tested AET in a sample of 1,517 hospital nurses in China and found work environment was related to job satisfaction and intention to leave both directly and indirectly through two mediators: workplace violence and burnout. Therefore, we hypothesize:</p>
<p><bold>Hypothesis 2:</bold> Job insecurity mediates the association between negative workplace behavior and turnover intention.</p></sec>
<sec>
<title>1.3 The moderating effect of psychological resilience</title>
<p>Psychological resilience is a psychological resource and stable personality trait that helps people deal with and overcome failure or adversity (<xref ref-type="bibr" rid="B23">23</xref>). A complicated and dynamic process, resilience involves nurses developing coping mechanisms to reduce psychological discomfort and problem-solving techniques to deal with occupational adversity (<xref ref-type="bibr" rid="B24">24</xref>). AET holds that personal traits can regulate the relationship between work events and affective experience (<xref ref-type="bibr" rid="B17">17</xref>). Healthcare professionals that possess psychological resilience are more likely to handle work-related stressors and experience personal development owing to they are more likely to mobilize internal modifications and utilize external resources (<xref ref-type="bibr" rid="B25">25</xref>). Furthermore, previous studies confirmed that the psychological health of emergency nurses may suffer from high rates of workplace violence, whereas resilience can help them lessen negative effects (<xref ref-type="bibr" rid="B26">26</xref>). Therefore, we hypothesize:</p>
<p><bold>Hypothesis 3:</bold> Psychological resilience moderates the association between negative workplace behavior and job insecurity such that this positive relationship is stronger when the victim&#x00027;s psychological resilience is low.</p>
<p>Based on the above literature review, the purpose of this study was to examine whether negative workplace behavior would have both direct and indirect effects on turnover intention through job insecurity and whether psychological resilience, as a positive resource, plays a moderating role in the process of negative workplace behaviors affecting job insecurity (<xref ref-type="fig" rid="F1">Figure 1</xref>).</p>
<fig id="F1" position="float">
<label>Figure 1</label>
<caption><p>The conceptual model.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpubh-13-1493964-g0001.tif"/>
</fig>
</sec></sec>
<sec id="s2">
<title>2 Methods</title>
<sec>
<title>2.1 Participants and procedures</title>
<p>We used a quota sampling method to collect data, 1,108 healthcare workers were recruited between February and April 2023 from three tertiary hospitals in Hunan Province, China. According to data from the China Statistical Yearbook 2020, the ratio of medical personnel (doctors, nurses, pharmacists, technicians) was 1:1.52:0.12:0.13 (<xref ref-type="bibr" rid="B27">27</xref>). Therefore, we recruited 400 doctors, 608 nurses, 48 pharmacists, and 52 technicians. Inclusion criteria were as follows: (1) medical personnel with relevant qualifications; (2) working time of more than 3 months; (3) signed informed consent and were voluntarily willing to participate in this study. Trainees, interns, and those who could not cooperate in completing this study were excluded. The head of nursing at three hospitals sends other nurses a link to our self-administered questionnaire via Wenjuanxing (a professional online questionnaire platform in China, <ext-link ext-link-type="uri" xlink:href="https://www.wjx.cn/">https://www.wjx.cn/</ext-link>). On the front page of self-administered questionnaires, they were then clearly informed of the goal and relevance of this study, and their participation was kindly requested.</p>
<p>The required sample size was calculated using the formula <inline-formula><mml:math id="M1"><mml:mi>n</mml:mi><mml:mo>=</mml:mo><mml:msub><mml:mrow><mml:mi>Z</mml:mi></mml:mrow><mml:mrow><mml:mi>&#x003B1;</mml:mi><mml:mo>/</mml:mo><mml:mn>2</mml:mn></mml:mrow></mml:msub><mml:mi>&#x003C0;</mml:mi><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mrow><mml:mn>1</mml:mn><mml:mo>-</mml:mo><mml:mi>&#x003C0;</mml:mi></mml:mrow><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>/</mml:mo><mml:msup><mml:mrow><mml:mi>&#x003B4;</mml:mi></mml:mrow><mml:mrow><mml:mn>2</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>. The type I error &#x003B1; was set as 0.05, the <italic>Z</italic><sub>&#x003B1;/2</sub> was set as 1.96, and the absolute error &#x003B4; was set as 0.03. &#x003C0; = 50% was set for calculation in order to ensure sufficient size for cross-sectional study (<xref ref-type="bibr" rid="B28">28</xref>). A sample size of 961 was derived, and a minimum sample size of 1,057 was required given a 10% of invalid responses. Thus, 1,108individuals were recruited, which was sufficient to satisfy the cross-sectional survey&#x00027;s sample size requirements.</p></sec>
<sec>
<title>2.2 Variables and measurements</title>
<sec>
<title>2.2.1 General information questionnaire</title>
<p>The general information questionnaire was designed by looking through relevant research and the researchers&#x00027; clinical expertise. Healthcare workers&#x00027; demographic characteristics were collected. The information included age, gender, working years, marital status, education, and field.</p></sec>
<sec>
<title>2.2.2 Negative workplace behavior</title>
<p>This study used the Chinese version of the NBHC questionnaire developed by Layne et al. (<xref ref-type="bibr" rid="B11">11</xref>). It was a specific tool designed to measure the negative workplace behaviors among healthcare professionals. The Chinese version of the scale included 23 items in 4 dimensions and 2 open-ended questions, including contributing factors (7 items), frequency of aggression (7 items), the severity of aggression (6 items), fear of retaliation (3 items), and 2 open-ended questions to describe medical staff&#x00027;s experience of negative behavior and suggestions for reducing negative behavior in the workplace. The dimensions of contributing factors and fear of retaliation were scored on a 4-point Likert scale ranging from 1 (&#x0201C;strongly disagree&#x0201D;) to 4 (&#x0201C;strongly agree&#x0201D;). The attack frequency dimension was scored on a 5-point Likert scale ranging from 1 (&#x0201C;never&#x0201D;) to 5 (&#x0201C;every day&#x0201D;). The attack severity dimension was scored on a 4-point Likert scale ranging from 1 (&#x0201C;not serious&#x0201D;) to 4 (&#x0201C;very serious&#x0201D;). The score of each dimension is the average score of all items in this dimension. The higher the score, the more serious the problem of negative behavior in the workplace. In this study, Cronbach&#x00027;s &#x003B1; of the total scale was 0.92.</p></sec>
<sec>
<title>2.2.3 Job insecurity</title>
<p>The workplace insecurity scale (WIS) was developed by Hellgren et al. (<xref ref-type="bibr" rid="B20">20</xref>) and measures employees&#x00027; fears about losing their jobs and their perceptions of threats to the quality of the employment relationship. It consists of 7 items scored on a 5-point Likert scale ranging from 1 (&#x0201C;strongly disagree&#x0201D;) to 5 (&#x0201C;strongly agree&#x0201D;), with total scores ranging from 7 to 35. A higher score represented higher levels of job insecurity experienced by the individual. The reliability of the Chinese version of the WIS was acceptable for the subscales (Cronbach&#x00027;s &#x003B1; = 0.949&#x02013;0.903), and construct validity was good (<xref ref-type="bibr" rid="B29">29</xref>). The Cronbach&#x00027;s &#x003B1; was 0.96 for the total scale and 0.79&#x02013;0.93 for five subscales in the present study.</p></sec>
<sec>
<title>2.2.4 Psychological resilience</title>
<p>The 10-item Connor-Davidson Resilience Scale (CD-RISC-10) is a self-report measure designed for measuring resilience (<xref ref-type="bibr" rid="B30">30</xref>). The Chinese 10-item Connor-Davidson Resilience Scale was used in this study, which consists of 10 items scored on a 5-point Likert scale ranging from 0 (&#x0201C;not true at all&#x0201D;) to 4 (&#x0201C;true nearly all the time&#x0201D;) (<xref ref-type="bibr" rid="B31">31</xref>). The CD-RISC-10 generates total scores from 0 to 40 with higher scores indicating a greater ability to cope with adversity (<xref ref-type="bibr" rid="B32">32</xref>). This scale reported a good internal consistency (<xref ref-type="bibr" rid="B33">33</xref>). In this study, Cronbach&#x00027;s &#x003B1; of the total scale was 0.92.</p></sec>
<sec>
<title>2.2.5 Turnover intention</title>
<p>Mobley developed the turnover intention scale in 1978 (<xref ref-type="bibr" rid="B34">34</xref>). The Chinese version of the turnover intention scale was used, which contains 4 items and uses the Likert-5 scale ranging from 1 (&#x0201C;completely inconsistent&#x0201D;) to 5 (&#x0201C;completely consistent&#x0201D;), with total scores ranging from 4 to 20 (<xref ref-type="bibr" rid="B35">35</xref>). A higher score indicated greater turnover intention. In this study, Cronbach&#x00027;s &#x003B1; of the total scale was 0.97.</p></sec></sec>
<sec>
<title>2.3 Data analysis</title>
<p>Statistical analyses were performed using SPSS 22.0 and PROCESS. The correlation between the research variables was calculated using the Pearson correlation coefficient. The impact of this model was to be assessed by multiple linear regression analyses. Based on 5,000 bootstrapped samples, this study calculated the 95% bootstrap confidence intervals (CI). A significance level of <italic>p</italic> &#x0003C; 0.05 was used for all variables.</p></sec>
<sec>
<title>2.4 Ethics approval</title>
<p>The study complied with acknowledged ethical guidelines, as stated in the Declaration of Helsinki. The study received ethical approval from the Behavioral Medicine and Nursing Research Ethics Review Committee of Central South University (No. E E202217). Before starting data collection, electronic informed consent was obtained.</p></sec></sec>
<sec id="s3">
<title>3 Results</title>
<sec>
<title>3.1 Healthcare workers&#x00027; demographic information</title>
<p>The majority of the participants (78.1%) were female, 26&#x02013;30 years (31.9%). Most of the healthcare professionals had master&#x00027;s degrees (41.3%), followed by bachelor&#x00027;s degrees (26.2%), doctor&#x00027;s degrees (22.0%) and diplomas (10.5%). The present professional categories of the samples were nursing (54.9%), medicine (36.1%), pharmacy (4.3%), and technic (4.7%). The rest of the general data information is detailed in <xref ref-type="table" rid="T1">Table 1</xref>.</p>
<table-wrap position="float" id="T1">
<label>Table 1</label>
<caption><p>Characteristics of the participants (<italic>n</italic> = 1,108).</p></caption>
<table frame="box" rules="all">
<thead>
<tr style="background-color:#919498;color:#ffffff">
<th valign="top" align="left"><bold>Characteristics</bold></th>
<th valign="top" align="left"><bold>Categories</bold></th>
<th valign="top" align="center"><bold><italic>N</italic></bold></th>
<th valign="top" align="center"><bold>Percentage (%)</bold></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Age</td>
<td valign="top" align="left"> &#x02264; 25</td>
<td valign="top" align="center">108</td>
<td valign="top" align="center">9.7</td>
</tr>
 <tr>
<td/>
<td valign="top" align="left">26&#x02013;30</td>
<td valign="top" align="center">353</td>
<td valign="top" align="center">31.9</td>
</tr>
 <tr>
<td/>
<td valign="top" align="left">31&#x02013;40</td>
<td valign="top" align="center">348</td>
<td valign="top" align="center">31.4</td>
</tr>
 <tr>
<td/>
<td valign="top" align="left">41&#x02013;50</td>
<td valign="top" align="center">261</td>
<td valign="top" align="center">23.5</td>
</tr>
 <tr>
<td/>
<td valign="top" align="left">&#x02265;51</td>
<td valign="top" align="center">38</td>
<td valign="top" align="center">3.4</td>
</tr> <tr>
<td valign="top" align="left">Gender</td>
<td valign="top" align="left">Male</td>
<td valign="top" align="center">243</td>
<td valign="top" align="center">21.9</td>
</tr>
 <tr>
<td/>
<td valign="top" align="left">Female</td>
<td valign="top" align="center">865</td>
<td valign="top" align="center">78.1</td>
</tr> <tr>
<td valign="top" align="left">Working years</td>
<td valign="top" align="left">&#x0003C; 1</td>
<td valign="top" align="center">198</td>
<td valign="top" align="center">17.8</td>
</tr>
 <tr>
<td/>
<td valign="top" align="left">1&#x02013;5</td>
<td valign="top" align="center">318</td>
<td valign="top" align="center">28.7</td>
</tr>
 <tr>
<td/>
<td valign="top" align="left">6&#x02013;10</td>
<td valign="top" align="center">329</td>
<td valign="top" align="center">29.7</td>
</tr>
 <tr>
<td/>
<td valign="top" align="left">11&#x02013;20</td>
<td valign="top" align="center">167</td>
<td valign="top" align="center">15.1</td>
</tr>
 <tr>
<td/>
<td valign="top" align="left">&#x0003E;20</td>
<td valign="top" align="center">96</td>
<td valign="top" align="center">8.6</td>
</tr> <tr>
<td valign="top" align="left">Marital status</td>
<td valign="top" align="left">Married</td>
<td valign="top" align="center">771</td>
<td valign="top" align="center">69.6</td>
</tr>
 <tr>
<td/>
<td valign="top" align="left">Single</td>
<td valign="top" align="center">304</td>
<td valign="top" align="center">27.4</td>
</tr>
 <tr>
<td/>
<td valign="top" align="left">Divorced</td>
<td valign="top" align="center">33</td>
<td valign="top" align="center">2.8)</td>
</tr> <tr>
<td valign="top" align="left">Education</td>
<td valign="top" align="left">Diplomas</td>
<td valign="top" align="center">116</td>
<td valign="top" align="center">10.5</td>
</tr>
 <tr>
<td/>
<td valign="top" align="left">Bachelor</td>
<td valign="top" align="center">290</td>
<td valign="top" align="center">26.2</td>
</tr>
 <tr>
<td/>
<td valign="top" align="left">Master</td>
<td valign="top" align="center">458</td>
<td valign="top" align="center">41.3</td>
</tr>
 <tr>
<td/>
<td valign="top" align="left">Ph.D.</td>
<td valign="top" align="center">244</td>
<td valign="top" align="center">22</td>
</tr> <tr>
<td valign="top" align="left">Field</td>
<td valign="top" align="left">Doctors</td>
<td valign="top" align="center">400</td>
<td valign="top" align="center">36.1</td>
</tr>
 <tr>
<td/>
<td valign="top" align="left">Nurses</td>
<td valign="top" align="center">608</td>
<td valign="top" align="center">54.9</td>
</tr>
 <tr>
<td/>
<td valign="top" align="left">Pharmacists</td>
<td valign="top" align="center">48</td>
<td valign="top" align="center">4.3</td>
</tr>
 <tr>
<td/>
<td valign="top" align="left">Technicians</td>
<td valign="top" align="center">52</td>
<td valign="top" align="center">4.7</td>
</tr></tbody>
</table>
</table-wrap>
</sec>
<sec>
<title>3.2 Correlations between study variables</title>
<p>The descriptive statistical analysis results are shown in <xref ref-type="table" rid="T2">Table 2</xref>. Negative workplace behavior is significantly positively correlated with job insecurity (<italic>r</italic> = 0.317, <italic>p</italic> &#x0003C; 0.01). Job insecurity was positively correlated with turnover intention (<italic>r</italic> = 0.312, <italic>p</italic> &#x0003C; 0.01). There was a significant positive correlation between workplace negative behavior and turnover intention (<italic>r</italic> = 0.511, <italic>p</italic> &#x0003C; 0.01). This provides preliminary support for the hypothesis of this study.</p>
<table-wrap position="float" id="T2">
<label>Table 2</label>
<caption><p>Descriptions and correlations of study variables.</p></caption>
<table frame="box" rules="all">
<thead>
<tr style="background-color:#919498;color:#ffffff">
<th valign="top" align="left"><bold>Variables</bold></th>
<th valign="top" align="center"><bold>Mean &#x000B1;SD</bold></th>
<th valign="top" align="center"><bold>Range</bold></th>
<th valign="top" align="center"><bold>1</bold></th>
<th valign="top" align="center"><bold>2</bold></th>
<th valign="top" align="center"><bold>3</bold></th>
<th valign="top" align="center"><bold>4</bold></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">1. Negative workplace behavior</td>
<td valign="top" align="center">78.43 &#x000B1; 10.92</td>
<td/>
<td valign="top" align="center">1</td>
<td/>
<td/>
<td/>
</tr> <tr>
<td valign="top" align="left">2. Job insecurity</td>
<td valign="top" align="center">23.20 &#x000B1; 4.68</td>
<td valign="top" align="center">7&#x02013;35</td>
<td valign="top" align="center">0.317<sup>&#x0002A;&#x0002A;</sup></td>
<td valign="top" align="center">1</td>
<td/>
<td/>
</tr> <tr>
<td valign="top" align="left">3. Resilience</td>
<td valign="top" align="center">27.94 &#x000B1; 7.75</td>
<td valign="top" align="center">0&#x02013;40</td>
<td valign="top" align="center">&#x02212;0.278<sup>&#x0002A;&#x0002A;</sup></td>
<td valign="top" align="center">&#x02212;0.377<sup>&#x0002A;&#x0002A;</sup></td>
<td valign="top" align="center">1</td>
<td/>
</tr> <tr>
<td valign="top" align="left">4. Turnover intention</td>
<td valign="top" align="center">15.32 &#x000B1; 4.28</td>
<td valign="top" align="center">5&#x02013;25</td>
<td valign="top" align="center">0.511<sup>&#x0002A;&#x0002A;</sup></td>
<td valign="top" align="center">0.312<sup>&#x0002A;&#x0002A;</sup></td>
<td valign="top" align="center">&#x02212;0.214<sup>&#x0002A;&#x0002A;</sup></td>
<td valign="top" align="center">1</td>
</tr></tbody>
</table>
<table-wrap-foot>
<p><sup>&#x0002A;&#x0002A;</sup>p &#x0003C; 0.01.</p>
</table-wrap-foot>
</table-wrap>
</sec>
<sec>
<title>3.3 Multiple hierarchical linear regression models</title>
<p>We performed multiple linear regression analyses to examine our hypotheses, testing the associations between negative workplace behavior, job insecurity, psychological resilience, and turnover intention, after adjusting for gender, age, marital status, education, and working year. Such variables were regarded as the control variables. Job insecurity was tested as a potential mediator of the association between negative workplace behavior and turnover intention. We tested the mediator via the PROCESS procedure for SPSS 22.0 by calculating bias-corrected 95% confidence using bootstrapping with <italic>n</italic> = 5,000 resamples. Negative workplace behavior was positively associated with job insecurity (&#x003B2; = 0.322, <italic>p</italic> &#x0003C; 0.01) and turnover intention (&#x003B2; = 0.251, <italic>p</italic> &#x0003C; 0.01); H1 and H2 were supported, as shown in <xref ref-type="table" rid="T3">Table 3</xref>. It showed that resilience significantly moderated the association between negative workplace behavior and work insecurity in <xref ref-type="table" rid="T3">Table 3</xref> and <xref ref-type="fig" rid="F2">Figure 2</xref>, so H3 was confirmed.</p>
<table-wrap position="float" id="T3">
<label>Table 3</label>
<caption><p>Multiple hierarchical linear regression models.</p></caption>
<table frame="box" rules="all">
<thead>
<tr style="background-color:#919498;color:#ffffff">
<th valign="top" align="left"><bold>Variables</bold></th>
<th valign="top" align="center"><bold>Job insecurity</bold></th>
<th valign="top" align="center" colspan="3"><bold>Turnover intention</bold></th>
</tr>
</thead>
<tbody>
<tr style="background-color:#919498;color:#ffffff">
<td/>
<td/>
<td valign="top" align="center"><bold>Hypothesis 1</bold></td>
<td valign="top" align="center"><bold>Hypothesis 2</bold></td>
<td valign="top" align="center"><bold>Hypothesis 3</bold></td>
</tr>
 <tr style="background-color:#919498;color:#ffffff">
<td/>
<td valign="top" align="center"><bold>M1</bold> <italic><bold>(</bold>&#x003B2;<bold>)</bold></italic></td>
<td valign="top" align="center"><bold>M2</bold> <italic><bold>(</bold>&#x003B2;<bold>)</bold></italic></td>
<td valign="top" align="center"><bold>M3</bold> <italic><bold>(</bold>&#x003B2;<bold>)</bold></italic></td>
<td valign="top" align="center"><bold>M4</bold> <italic><bold>(</bold>&#x003B2;<bold>)</bold></italic></td>
</tr> <tr style="background-color:#dee1e1;">
<td valign="top" align="left" colspan="5"><bold>Control variables</bold></td>
</tr> <tr>
<td valign="top" align="left">Age</td>
<td valign="top" align="center">&#x02212;0.628</td>
<td valign="top" align="center">&#x02212;0.048</td>
<td valign="top" align="center">&#x02212;0.117</td>
<td valign="top" align="center">&#x02212;0.135</td>
</tr> <tr>
<td valign="top" align="left">Gender</td>
<td valign="top" align="center">0.06</td>
<td valign="top" align="center">0.201</td>
<td valign="top" align="center">0.018</td>
<td valign="top" align="center">0.041</td>
</tr> <tr>
<td valign="top" align="left">Working years</td>
<td valign="top" align="center">0.011</td>
<td valign="top" align="center">0.022</td>
<td valign="top" align="center">0.158</td>
<td valign="top" align="center">0.022</td>
</tr> <tr>
<td valign="top" align="left">Marital status</td>
<td valign="top" align="center">0.933<sup>&#x0002A;&#x0002A;</sup></td>
<td valign="top" align="center">0.35</td>
<td valign="top" align="center">0.241</td>
<td valign="top" align="center">0.35</td>
</tr> <tr>
<td valign="top" align="left">Education</td>
<td valign="top" align="center">&#x02212;1.077<sup>&#x0002A;&#x0002A;&#x0002A;</sup></td>
<td valign="top" align="center">&#x02212;1.037</td>
<td valign="top" align="center">1.087</td>
<td valign="top" align="center">&#x02212;1.213</td>
</tr> <tr>
<td valign="top" align="left">Field</td>
<td valign="top" align="center">&#x02212;0.107<sup>&#x0002A;&#x0002A;</sup></td>
<td valign="top" align="center">0.024</td>
<td valign="top" align="center">0.214</td>
<td valign="top" align="center">0.036</td>
</tr> <tr style="background-color:#dee1e1;">
<td valign="top" align="left" colspan="5"><bold>Mediator</bold></td>
</tr> <tr>
<td valign="top" align="left">Job insecurity</td>
<td/>
<td/>
<td valign="top" align="center">0.256<sup>&#x0002A;&#x0002A;</sup></td>
<td/>
</tr> <tr style="background-color:#dee1e1;">
<td valign="top" align="left" colspan="5"><bold>Moderator</bold></td>
</tr> <tr>
<td valign="top" align="left">Resilience</td>
<td/>
<td/>
<td/>
<td valign="top" align="center">&#x02212;0.038<sup>&#x0002A;&#x0002A;</sup></td>
</tr> <tr style="background-color:#dee1e1;">
<td valign="top" align="left" colspan="5"><bold>Interaction</bold></td>
</tr> <tr>
<td valign="top" align="left">Negative workplace behavior<sup>&#x0002A;</sup>resilience</td>
<td/>
<td/>
<td/>
<td valign="top" align="center">&#x02212;0.041<sup>&#x0002A;&#x0002A;</sup></td>
</tr> <tr style="background-color:#dee1e1;">
<td valign="top" align="left" colspan="5"><bold>Independent variable</bold></td>
</tr> <tr>
<td valign="top" align="left">Negative workplace behavior</td>
<td valign="top" align="center">0.322<sup>&#x0002A;&#x0002A;</sup></td>
<td valign="top" align="center">0.251<sup>&#x0002A;&#x0002A;</sup></td>
<td valign="top" align="center">0.152<sup>&#x0002A;&#x0002A;</sup></td>
<td valign="top" align="center">0.178<sup>&#x0002A;&#x0002A;</sup></td>
</tr> <tr>
<td valign="top" align="left">F</td>
<td valign="top" align="center">13.352<sup>&#x0002A;&#x0002A;&#x0002A;</sup></td>
<td valign="top" align="center">69.646<sup>&#x0002A;&#x0002A;&#x0002A;</sup></td>
<td valign="top" align="center">7.236</td>
<td valign="top" align="center">6.802</td>
</tr> <tr>
<td valign="top" align="left">R<sup>2</sup></td>
<td valign="top" align="center">0.317</td>
<td valign="top" align="center">0.373</td>
<td valign="top" align="center">0.343</td>
<td valign="top" align="center">0.361</td>
</tr> <tr>
<td valign="top" align="left">&#x00394;R<sup>2</sup></td>
<td valign="top" align="center">0.117</td>
<td valign="top" align="center">0.156</td>
<td valign="top" align="center">0.128</td>
<td valign="top" align="center">0.132</td>
</tr></tbody>
</table>
<table-wrap-foot>
<p><sup>&#x0002A;&#x0002A;</sup><italic>p</italic> &#x0003C; 0.01, <sup>&#x0002A;&#x0002A;&#x0002A;</sup><italic>p</italic> &#x0003C; 0.001.</p>
</table-wrap-foot>
</table-wrap>
<fig id="F2" position="float">
<label>Figure 2</label>
<caption><p>Moderated effect of resilience on the association between negative workplace behavior and job insecurity.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpubh-13-1493964-g0002.tif"/>
</fig>
</sec></sec>
<sec id="s4">
<title>4 Discussion</title>
<p>The study results support the hypothesized model. Negative workplace behaviors positively influence Chinese healthcare professionals&#x00027; turnover intention and job insecurity mediates their relationship. Furthermore, our research confirmed that psychological resilience moderates the association of negative workplace behaviors with job insecurity. Our research findings increase the understanding of how negative workplace behaviors influence turnover intention. A better understanding of this mechanism could provide a scientific basis for the prediction of nurse turnover intention and possible preventive measures.</p>
<p>As shown in our results, high negative workplace behaviors were related to increased turnover intention. This is consistent with previous research results, suggesting better work environment standards (e.g., true collaboration, authentic leadership) are associated with decreased turnover intention and improved employee satisfaction (<xref ref-type="bibr" rid="B36">36</xref>, <xref ref-type="bibr" rid="B37">37</xref>). According to the theory of general aggression model, a person experiencing aggressiveness will go through three main stages: cognitive, physiological arousal, and emotional traits (<xref ref-type="bibr" rid="B38">38</xref>). This suggests that when healthcare workers experience negative workplace behaviors, they will engage in cognitive processing, which could result in emotional reactions like resentment and fear and eventually evolve into turnover intention (<xref ref-type="bibr" rid="B1">1</xref>). Preventing negative workplace behaviors is a potential strategy to reduce healthcare professionals&#x00027; turnover intention. Therefore, it is recommended that hospitals set up psychological supervisory teams and form mental health departments for medical workers to reduce work stress and negative emotions by helping medical staff to channel their emotions. Our results add evidence to the importance of preventing negative workplace behaviors for reducing nurses&#x00027; turnover intention.</p>
<p>Although the effect of negative workplace behaviors on turnover intention has been previously examined, little is known about the underlying mechanisms by which negative workplace behaviors cause their victims to intend to leave. We found evidence in favor of job insecurity as one of the mediators explaining how healthcare personnel&#x00027;s negative workplace behaviors develop and lead to them engaging in turnover intention. The inclination to leave the job rises in healthcare professionals who experience negative workplace behaviors as their perception of job security correspondingly declines. This is consistent with recent meta-analysis research on job insecurity that highlights the multilevel antecedents and consequences of job insecurity (<xref ref-type="bibr" rid="B39">39</xref>). Employing the AET theory, job insecurity, as a negative affective experience, is a key point in understanding how events occurring in the work environment affect the behavior of employees. Additionally, the conservation of resource theory states that nurses would devote significant psychological, physiological, and emotional resources to preserving and safeguarding their work, which is inherently important to them if they perceive a threat to the stability or continuity of their employment. But if their efforts are in vain, they will get emotionally weary (<xref ref-type="bibr" rid="B18">18</xref>). Negative workplace behaviors, particularly vertical aggression from superiors, can cause medical personnel to worry about job security, future career development, and job rewards when these issues are not handled, they are more likely to quit their job.</p>
<p>Moderation analysis supported the moderation effect of resilience among the negative relationship between negative workplace behaviors and job insecurity. The findings of this study in concert with findings from previous studies demonstrated that medical staff&#x00027;s resilience lessened the detrimental effects of negative workplace behaviors (<xref ref-type="bibr" rid="B23">23</xref>). In addition to actively resisting the negative affective experience, healthcare workers who engaged in negative workplace behaviors also actively mobilized their psychological capital and personality resources to counteract the negative affective experience (<xref ref-type="bibr" rid="B40">40</xref>). This provided the theoretical foundation for the development of prevention and intervention strategies aimed at halting the detrimental effects of negative workplace behaviors on healthcare workers.</p>
<p>High turnover among healthcare workers impairs patient and worker outcomes and incurs significant financial costs; therefore, nurse managers and organizations should actively investigate factors influencing turnover and develop strategies to prevent turnover. Our study highlighted the adverse outcomes of negative workplace behaviors in the healthcare workplace, including a mechanism to break the vicious circle of high turnover intention among healthcare workers. Mitigating negative workplace behaviors is a key factor in preventing job insecurity, and ultimately reducing the turnover rate of medical staff. Hospital administrator and nurse managers are encouraged to actively engage in the development and enforcement of negative workplace behavior prevention protocols and the building of a harmonious working environment involves the harmonious relationship between colleagues, the superior, and the subordinate. Furthermore, managers should also pay attention to the key role of psychological resilience as a moderator in preventing job insecurity among medical staff, by organizing positive psychology knowledge lectures to help them cultivate confidence and positive attitudes and improve their ability to self-regulate their emotional state.</p>
<sec>
<title>4.1 Limitation</title>
<p>The current study, like all studies, is not free from limitations. First, due to its cross-sectional nature, we were unable to draw causal relationships among negative workplace behaviors, job insecurity, resilience, and turnover intention. To validate and expand upon our findings, longitudinal data are required. Second, self-reports were used to gather all data, a process that incurs unavoidable reporting or recall bias. Future research with more objective data, including hospital turnover rates, might help confirm the results. Third, the participants were recruited from three tertiary hospitals and the sample size was relatively small, which may limit the generalizability of the findings. Future studies should consider broadening the sample&#x00027;s geographical scope.</p></sec></sec>
<sec id="s5">
<title>5 Conclusion</title>
<p>Our research revealed that negative workplace behaviors are important factors contributing to employee turnover intention. Job insecurity mediates the relationship between negative workplace behaviors and turnover intention, which indicates reducing healthcare workers&#x00027; job insecurity is vital to preventing high turnover intention among medical staff. Additionally, psychological resilience moderates the association between negative workplace behaviors and job insecurity.</p></sec>
</body>
<back>
<sec sec-type="data-availability" id="s6">
<title>Data availability statement</title>
<p>The raw data supporting the conclusions of this article will be made available by the authors, without undue reservation.</p>
</sec>
<sec sec-type="ethics-statement" id="s7">
<title>Ethics statement</title>
<p>The study received ethical approval from the Behavioral Medicine and Nursing Research Ethics Review Committee of Central South University (No. E E202217). The studies were conducted in accordance with the local legislation and institutional requirements. The participants provided their written informed consent to participate in this study.</p>
</sec>
<sec sec-type="author-contributions" id="s8">
<title>Author contributions</title>
<p>JZo: Writing &#x02013; original draft. YY: Writing &#x02013; review &#x00026; editing. LC: Writing &#x02013; review &#x00026; editing. YB: Writing &#x02013; review &#x00026; editing. NL: Writing &#x02013; review &#x00026; editing. QL: Writing &#x02013; original draft. JZh: Writing &#x02013; review &#x00026; editing.</p>
</sec>
<sec sec-type="funding-information" id="s9">
<title>Funding</title>
<p>The author(s) declare that financial support was received for the research and/or publication of this article. This work was supported by Chongqing Science and Health Joint Medical Scientific Research Project Youth Project (2025QNXM032), Technological Innovation Project of Chongqing Shapingba District (2024135), and the Chinese Nursing Association 2023 Research Program (ZHKY202311).</p>
</sec>
<ack><p>Thanks to all the participants and researchers involved in this study.</p>
</ack>
<sec sec-type="COI-statement" id="conf1">
<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 sec-type="disclaimer" id="s10">
<title>Publisher&#x00027;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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