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        <title>Factors Associated With Mental Health Outcomes Among Health Care Workers Exposed to Coronavirus Disease 2019</title>
        <author>Jianbo Lai</author>
        <author>Simeng Ma</author>
        <author>Ying Wang</author>
        <author>Zhongxiang Cai</author>
        <author>Jianbo Hu</author>
        <author>Ning Wei</author>
        <author>Jiang Wu</author>
        <author>Hui Du</author>
        <author>Tingting Chen</author>
        <author>Ruiting Li</author>
        <author>Huawei Tan</author>
        <author>Lijun Kang</author>
        <author>Lihua Yao</author>
        <author>Manli Huang</author>
        <author>Huafen Wang</author>
        <author>Gaohua Wang</author>
        <author>Zhongchun Liu</author>
        <author>Shaohua Hu</author>
      </titleStmt>
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        <bibl>
          <title>Factors Associated With Mental Health Outcomes Among Health Care Workers Exposed to Coronavirus Disease 2019</title>
          <date>2020</date>
          <publisher>JAMA Network Open</publisher>
          <idno type="DOI">10.1001/jamanetworkopen.2020.3976</idno>
          
          <idno type="record">lai2020-factors-associated-with-mental-hea</idno>
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          <note type="rights">cc-by</note>
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      <textClass><keywords><term>health-psychology</term></keywords></textClass>
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    <spanGrp type="tags">
      <span xml:id="t0" type="object_of_study" ana="#object_of_study" resp="#paper">
        <label>the mental health of 1257 physicians and nurses in 34 Chinese hospitals with fever clinics or COVID-19 wards, surveyed over six days at the start of the outbreak</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t1" type="research_question" ana="#research_question" resp="#paper">
        <label>what is the magnitude of depression, anxiety, insomnia and distress among health care workers treating patients with COVID-19, and which occupational and geographic factors are associated with it</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t2" type="contribution" ana="#contribution" resp="#paper">
        <label>a prevalence-and-risk-factor survey filling a gap the authors name: psychological assistance was already being deployed nationally while evidence-based evaluation of frontline workers was scarce</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t3" type="claim_type" ana="#claim_type" resp="#paper">
        <label>existence</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t4" type="phenomenon" ana="#phenomenon" resp="#paper">
        <label>psychological burden in health care workers during an epidemic: 50.4% reported symptoms of depression, 44.6% anxiety, 34.0% insomnia and 71.5% distress</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t5" type="method" ana="#method" resp="#paper">
        <label>survey</label>
        <term>survey</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t6" type="mechanisms" ana="#mechanisms[0]" resp="#tagger" cert="0.95">
        <label>the authors&#x27; account of why frontline nurses fare worst - close, frequent contact and longer hours than usual, which is exposure to the hazard and exposure to the workload at once</label>
        <term>exposure intensity</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t7" type="mechanisms" ana="#mechanisms[1]" resp="#tagger" cert="0.95">
        <label>human-to-human transmissibility and potential fatality are offered as intensifying the perception of personal danger - a belief about the disease rather than a dose of it</label>
        <term>perceived personal danger</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t8" type="mechanisms" ana="#mechanisms[2]" resp="#tagger" cert="0.95">
        <label>predictable shortages of supplies together with rising case influx are named as contributors to pressure, separately from contact with patients</label>
        <term>resource shortage</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t9" type="mechanisms" ana="#mechanisms[3]" resp="#tagger" cert="0.9">
        <label>71.5% of nurses held junior titles, which the authors read as fewer years of work experience - offered as why the most exposed group is also the least practised</label>
        <term>inexperience</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t10" type="mechanisms" ana="#mechanisms[4]" resp="#tagger" cert="0.9">
        <label>a list of distress sources taken from the SARS literature: vulnerability or loss of control, concern for self and family, changed work, isolation</label>
        <term>loss of control</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t11" type="limitations" ana="#limitations[0]" resp="#tagger" cert="0.95">
        <label>limited in scope - 81.2% of participants were from Hubei province, so the findings do not generalise to less affected regions</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t12" type="limitations" ana="#limitations[1]" resp="#tagger" cert="0.95">
        <label>six days of collection and no longitudinal follow-up, so nothing here speaks to how the symptoms developed or resolved; the authors expect they worsened</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t13" type="limitations" ana="#limitations[2]" resp="#tagger" cert="0.95">
        <label>NO COMPARATOR GROUP. The study cannot separate being a clinician in the region from living in the region, and cannot separate preexisting symptoms from new ones</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t14" type="limitations" ana="#limitations[3]" resp="#tagger" cert="0.95">
        <label>response bias may remain at a 68.7% response rate, in either direction - the nonrespondents may have been too stressed to answer or not stressed enough to care</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t15" type="limitations" ana="#limitations[4]" resp="#tagger" cert="0.85">
        <label>the headline prevalences and the stated detection cutoffs are two different thresholds and the paper does not reconcile them in the abstract, where only the lower one appears</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t16" type="controls" ana="#controls[0]" resp="#tagger" cert="0.95">
        <label>multivariable logistic regression adjusting for sex, age, marital status, educational level, technical title, place of residence, working position and type of hospital</label>
        <note>eliminates: the crude frontline-versus-second-line difference being an artefact of the front line&#x27;s composition - sex, age, marital status, education, technical title, residence and hospital type are each held fixed, and those are the ones this quote names · outcome: held</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
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      <span xml:id="t17" type="controls" ana="#controls[1]" resp="#tagger" cert="0.95">
        <label>all tests two-tailed at a significance level fixed in the Statistical Analysis section</label>
        <note>eliminates: a one-tailed test chosen after the direction of an effect was already visible · outcome: held</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t18" type="controls" ana="#controls[2]" resp="#tagger" cert="0.95">
        <label>nonparametric tests (Mann-Whitney U, Kruskal-Wallis) after checking that none of the four score distributions was normal</label>
        <note>eliminates: a normality assumption the data do not meet - the authors report the check and then choose the test that does not need it · outcome: held</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t19" type="controls" ana="#controls[3]" resp="#tagger" cert="0.95">
        <label>four previously validated Chinese-language instruments with published band boundaries and cutoffs, rather than questions written for this study</label>
        <note>eliminates: instrument novelty as the source of the prevalence figures, and makes the numbers comparable with other studies using the same scales · outcome: held</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t20" type="controls" ana="#controls[4]" resp="#tagger" cert="0.95">
        <label>occupational and geographic data of the nonrespondents compared with those of respondents</label>
        <note>eliminates: nonresponse being concentrated in one occupation or one region - but NOT response bias itself, which the authors say may still exist because the two things it would turn on, stress and interest, are exactly what was not measured in the people who declined · outcome: partial</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t21" type="controls" ana="#controls[5]" resp="#tagger" cert="0.95">
        <label>target sample size set from a stated formula, a stated margin of error and a 35% prior from the SARS literature, then amplified by 50% for subgroup analysis</label>
        <note>eliminates: the subgroup comparisons being underpowered by accident - the amplification is declared in advance and for that purpose · outcome: held</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t22" type="controls" ana="#controls[6]" resp="#tagger" cert="0.85">
        <label>reporting followed the AAPOR guideline for survey research</label>
        <note>eliminates: selective reporting of how the survey was conducted - a reporting standard is named in advance, which fixes the disclosures rather than leaving them to the authors&#x27; choice after the fact · outcome: held</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t23" type="controls" ana="#controls[7]" resp="#tagger" cert="0.95">
        <label>a comparator group of people living in the same regions who were not clinicians</label>
        <note>eliminates: living in the region rather than working in it as a clinician - the paper says plainly there was no comparator group, so the two cannot be separated · outcome: absent-declared-unreported · would have ruled out, had it been run: nothing - THE CONTROL WAS NOT AVAILABLE. The authors state they cannot separate being a clinician in this region from simply living in it, so the entire prevalence finding is uncontrolled against the background rate in Wuhan at the same moment</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t24" type="controls" ana="#controls[8]" resp="#tagger" cert="0.95">
        <label>ethics committee approval, verbal informed consent, the right to terminate at any time, anonymity and assured confidentiality</label>
        <note>eliminates: responses given under professional pressure during an outbreak being treated as freely given, when the respondents are staff of the reporting institution&#x27;s own hospitals · outcome: held</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t25" type="concepts" ana="#concepts[0]" resp="#paper" cert="0.95">
        <label>frontline workers</label>
        <term>frontline workers</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t26" type="concepts" ana="#concepts[1]" resp="#paper" cert="0.95">
        <label>second-line workers</label>
        <term>second-line workers</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t27" type="concepts" ana="#concepts[2]" resp="#paper" cert="0.95">
        <label>nurses</label>
        <term>nurses</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t28" type="concepts" ana="#concepts[3]" resp="#paper" cert="0.95">
        <label>physicians</label>
        <term>physicians</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t29" type="concepts" ana="#concepts[4]" resp="#paper" cert="0.95">
        <label>depression</label>
        <term>depression</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t30" type="concepts" ana="#concepts[5]" resp="#paper" cert="0.95">
        <label>anxiety</label>
        <term>anxiety</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t31" type="concepts" ana="#concepts[6]" resp="#paper" cert="0.95">
        <label>insomnia</label>
        <term>insomnia</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t32" type="concepts" ana="#concepts[7]" resp="#paper" cert="0.95">
        <label>distress</label>
        <term>distress</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t33" type="concepts" ana="#concepts[8]" resp="#paper" cert="0.95">
        <label>PHQ-9</label>
        <term>PHQ-9</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t34" type="concepts" ana="#concepts[9]" resp="#paper" cert="0.95">
        <label>GAD-7</label>
        <term>GAD-7</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t35" type="concepts" ana="#concepts[10]" resp="#paper" cert="0.95">
        <label>ISI</label>
        <term>ISI</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t36" type="concepts" ana="#concepts[11]" resp="#paper" cert="0.95">
        <label>IES-R</label>
        <term>IES-R</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t37" type="concepts" ana="#concepts[12]" resp="#paper" cert="0.95">
        <label>COVID-19</label>
        <term>COVID-19</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t38" type="concepts" ana="#concepts[13]" resp="#paper" cert="0.95">
        <label>SARS</label>
        <term>SARS</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t39" type="concepts" ana="#concepts[14]" resp="#paper" cert="0.95">
        <label>Wuhan</label>
        <term>Wuhan</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t40" type="concepts" ana="#concepts[15]" resp="#paper" cert="0.95">
        <label>Hubei province</label>
        <term>Hubei province</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t41" type="concepts" ana="#concepts[16]" resp="#paper" cert="0.95">
        <label>tertiary hospital</label>
        <term>tertiary hospital</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t42" type="concepts" ana="#concepts[17]" resp="#paper" cert="0.95">
        <label>secondary hospitals</label>
        <term>secondary hospitals</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t43" type="concepts" ana="#concepts[18]" resp="#paper" cert="0.95">
        <label>multivariable logistic regression</label>
        <term>multivariable logistic regression</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t44" type="concepts" ana="#concepts[19]" resp="#paper" cert="0.95">
        <label>odds ratios</label>
        <term>odds ratios</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t45" type="concepts" ana="#concepts[20]" resp="#paper" cert="0.95">
        <label>confounders</label>
        <term>confounders</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t46" type="concepts" ana="#concepts[21]" resp="#paper" cert="0.95">
        <label>2-stage cluster sampling</label>
        <term>2-stage cluster sampling</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t47" type="concepts" ana="#concepts[22]" resp="#paper" cert="0.95">
        <label>response bias</label>
        <term>response bias</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t48" type="concepts" ana="#concepts[23]" resp="#paper" cert="0.95">
        <label>comparator group</label>
        <term>comparator group</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t49" type="concepts" ana="#concepts[24]" resp="#paper" cert="0.95">
        <label>longitudinal follow-up</label>
        <term>longitudinal follow-up</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t50" type="senses" ana="#senses[0]" resp="#tagger" cert="0.85">
        <label>symptoms of depression / anxiety / insomnia / distress, AS USED IN THE FOUR HEADLINE PREVALENCES - a count of everyone scoring above NORMAL on each scale, which is a far lower bar than the cutoff the same paper defines for detecting each disorder. Read this figure with the band boundaries tagged under definitions and with the two statistics rows that quote Table 2&#x27;s own band counts; the number is right and the sense is milder than the words suggest</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t51" type="senses" ana="#senses[1]" resp="#tagger" cert="0.85">
        <label>severe symptoms - A SECOND AND HIGHER THRESHOLD IN THE SAME PAPER: a score greater than 10, 7, 15 or 26. For distress that cutoff of 26 falls at the boundary of the moderate band, while the 71.5% headline counts from the mild band up. SO `distress&#x27; IN THIS PAPER NAMES TWO DIFFERENT POPULATIONS DEPENDING ON WHICH SENTENCE YOU READ, and both are correct</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t52" type="senses" ana="#senses[2]" resp="#tagger" cert="0.95">
        <label>distress - A SCORE ON THE IMPACT OF EVENT SCALE-REVISED, an instrument for the psychological impact of a specific event, not a clinical diagnosis and not general unhappiness. The same instrument carries the same sense in wang2020, where the label is `psychological impact` instead</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t53" type="senses" ana="#senses[3]" resp="#tagger" cert="0.95">
        <label>frontline - SELF-REPORTED AND BINARY. It is a yes/no answer to whether the respondent was directly engaged in diagnosing, treating or nursing patients with fever or confirmed COVID-19; it carries no measure of hours, caseload or duration of exposure</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t54" type="senses" ana="#senses[4]" resp="#tagger" cert="0.95">
        <label>risk factor / associated with - AN ADJUSTED CROSS-SECTIONAL ODDS RATIO. Confounders are named and controlled, which is more than wang2020&#x27;s univariate analysis does, but the design still observes no temporal order: nobody was measured before becoming frontline</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t55" type="claim_relations" ana="#claim_relations[0]" resp="#tagger" cert="0.95">
        <label>builds-on → the SARS-outbreak literature on health care workers (Maunder 2003, Bai 2004, Lee 2007, Chua 2004), which reported 89% with psychological symptoms in high-risk situations</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t56" type="claim_relations" ana="#claim_relations[1]" resp="#tagger" cert="0.9">
        <label>confirms → the SARS emergency-department finding that nurses developed more distress and more behavioural disengagement than physicians</label>
        <note>note: the paper&#x27;s own word is &#x27;also showed&#x27;, which is agreement reported after the fact and not a replication attempt - &#x27;confirms&#x27; rather than &#x27;replicates&#x27; for that reason</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t57" type="claim_relations" ana="#claim_relations[2]" resp="#tagger" cert="0.95">
        <label>qualifies → the national deployment of psychological assistance hotlines and counselling during the outbreak, which this paper says ran ahead of any evidence base for frontline workers</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t58" type="concept_edges" ana="#concept_edges[0]" resp="#tagger">
        <label>frontline workers —causes→ insomnia</label>
        <term>frontline workers</term>
        <term>insomnia</term>
        <note>direction on the measure: increases · strength of the relation: 0.85 · note: the paper&#x27;s word is &#x27;independent risk factor&#x27;, which is an adjusted cross-sectional association and not a demonstrated cause; the weight is below 1.0 for that reason and the largest of the four odds ratios is this one
Audit 2026-09-28: DOUBTFUL - read against its full span and kept, but the span reports frontline work as an independent risk factor (odds ratio); an observational association typed as cause.</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t59" type="concept_edges" ana="#concept_edges[1]" resp="#tagger">
        <label>frontline workers —causes→ depression</label>
        <term>frontline workers</term>
        <term>depression</term>
        <note>direction on the measure: increases · strength of the relation: 0.8 · note: adjusted association, CI lower bound 1.11 - the weakest of the four and the closest to no effect
Audit 2026-09-28: DOUBTFUL - read against its full span and kept, but the span reports frontline work as an independent risk factor (odds ratio); an observational association typed as cause.</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t60" type="concept_edges" ana="#concept_edges[2]" resp="#tagger">
        <label>frontline workers —causes→ anxiety</label>
        <term>frontline workers</term>
        <term>anxiety</term>
        <note>direction on the measure: increases · strength of the relation: 0.8
Audit 2026-09-28: DOUBTFUL - read against its full span and kept, but the span reports frontline work as an independent risk factor (odds ratio); an observational association typed as cause.</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t61" type="concept_edges" ana="#concept_edges[3]" resp="#tagger">
        <label>frontline workers —causes→ distress</label>
        <term>frontline workers</term>
        <term>distress</term>
        <note>direction on the measure: increases · strength of the relation: 0.8
Audit 2026-09-28: DOUBTFUL - read against its full span and kept, but the span reports frontline work as an independent risk factor (odds ratio); an observational association typed as cause.</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t62" type="concept_edges" ana="#concept_edges[4]" resp="#tagger">
        <label>depression —operationalised-as→ PHQ-9</label>
        <term>depression</term>
        <term>PHQ-9</term>
        <note>strength of the relation: 1</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t63" type="concept_edges" ana="#concept_edges[5]" resp="#tagger">
        <label>anxiety —operationalised-as→ GAD-7</label>
        <term>anxiety</term>
        <term>GAD-7</term>
        <note>strength of the relation: 1</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t64" type="concept_edges" ana="#concept_edges[6]" resp="#tagger">
        <label>insomnia —operationalised-as→ ISI</label>
        <term>insomnia</term>
        <term>ISI</term>
        <note>strength of the relation: 1</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t65" type="concept_edges" ana="#concept_edges[7]" resp="#tagger">
        <label>distress —operationalised-as→ IES-R</label>
        <term>distress</term>
        <term>IES-R</term>
        <note>strength of the relation: 1 · note: the IES-R measures the psychological impact of a named event; &#x27;distress&#x27; in this paper means nothing wider than that</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t66" type="concept_edges" ana="#concept_edges[8]" resp="#tagger">
        <label>frontline workers —distinct-from→ second-line workers</label>
        <term>frontline workers</term>
        <term>second-line workers</term>
        <note>strength of the relation: 1 · note: the distinction is the paper&#x27;s independent variable and it is a self-reported yes/no</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t67" type="concept_edges" ana="#concept_edges[9]" resp="#tagger">
        <label>nurses —contrasted-with→ physicians</label>
        <term>nurses</term>
        <term>physicians</term>
        <note>strength of the relation: 0.95
Audit 2026-09-28: DOUBTFUL - read against its full span and kept, but attributed: the span reports a SARS-outbreak study&#x27;s finding about nurses and physicians.</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t68" type="concept_edges" ana="#concept_edges[10]" resp="#tagger">
        <label>secondary hospitals —contrasted-with→ tertiary hospital</label>
        <term>secondary hospitals</term>
        <term>tertiary hospital</term>
        <note>strength of the relation: 0.95</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t69" type="concept_edges" ana="#concept_edges[11]" resp="#tagger">
        <label>Wuhan —part-of→ Hubei province</label>
        <term>Wuhan</term>
        <term>Hubei province</term>
        <note>strength of the relation: 1 · note: and the paper&#x27;s three strata are Wuhan, Hubei outside Wuhan, and outside Hubei, so the containment matters to how the comparison reads
Audit 2026-09-28: DOUBTFUL - read against its full span and kept, but the span compares working outside Hubei with working in Wuhan; part-of rests on world knowledge, not the span.</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t70" type="content_tags" ana="#content_tags.findings[0]" resp="#tagger" cert="0.95">
        <label>50.4% reported symptoms of depression, 44.6% anxiety, 34.0% insomnia, 71.5% distress</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t71" type="content_tags" ana="#content_tags.findings[1]" resp="#tagger" cert="0.95">
        <label>frontline work was an independent risk factor for all four outcomes after adjustment; insomnia carried much the largest odds ratio at 2.97</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t72" type="content_tags" ana="#content_tags.findings[2]" resp="#tagger" cert="0.95">
        <label>being a woman and holding an intermediate professional title were associated with severe depression, anxiety and distress</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t73" type="content_tags" ana="#content_tags.findings[3]" resp="#tagger" cert="0.95">
        <label>Working outside Hubei was associated with a lower risk of distress than working in Wuhan.</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t74" type="content_tags" ana="#content_tags.findings[4]" resp="#tagger" cert="0.95">
        <label>secondary-hospital staff reported more severe depression and anxiety than tertiary-hospital staff</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t75" type="content_tags" ana="#content_tags.findings[5]" resp="#tagger" cert="0.95">
        <label>but frontline workers in secondary and tertiary hospitals scored equally high on all four scales - the hospital-type difference disappears at the front line</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t76" type="content_tags" ana="#content_tags.findings[6]" resp="#tagger" cert="0.95">
        <label>nurses, women, frontline workers and those in Wuhan reported more severe symptoms on every measurement</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t77" type="content_tags" ana="#content_tags.definitions[0]" resp="#tagger" cert="0.95">
        <label>frontline worker = answered yes to being directly engaged in diagnosing, treating or nursing patients with fever or confirmed COVID-19; everyone else is second-line</label>
        <term>frontline workers</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t78" type="content_tags" ana="#content_tags.definitions[2]" resp="#tagger" cert="0.95">
        <label>cutoffs for detecting major depression, anxiety, insomnia and distress: 10, 7, 15 and 26; above the cutoff is called severe</label>
        <term>cutoff score</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t79" type="content_tags" ana="#content_tags.quantities[0]" resp="#tagger" cert="0.95">
        <label>1257 of 1830 contacted individuals completed the survey, a participation rate of 68.7%</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t80" type="content_tags" ana="#content_tags.quantities[1]" resp="#tagger" cert="0.95">
        <label>1257 health care workers in 34 hospitals, over six days from 29 January to 3 February 2020</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t81" type="content_tags" ana="#content_tags.quantities[2]" resp="#tagger" cert="0.95">
        <label>20 hospitals in Wuhan, 7 elsewhere in Hubei, 7 in other provinces - 34 in total</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t82" type="content_tags" ana="#content_tags.quantities[3]" resp="#tagger" cert="0.95">
        <label>median scores: PHQ-9 5.0, GAD-7 4.0, ISI 5.0, IES-R 20.0</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t83" type="content_tags" ana="#content_tags.quantities[4]" resp="#tagger" cert="0.95">
        <label>target sample of at least 1070 completed questionnaires, from a 35% prior and a 50% amplification for subgroups</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t84" type="content_tags" ana="#content_tags.statistics[0]" resp="#tagger" cert="0.95">
        <label>frontline vs second-line, adjusted: depression OR 1.52 (1.11-2.09), anxiety 1.57 (1.22-2.02), insomnia 2.97 (1.92-4.60), distress 1.60 (1.25-2.04)</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t85" type="content_tags" ana="#content_tags.statistics[1]" resp="#tagger" cert="0.95">
        <label>outside Hubei vs Wuhan, distress OR 0.62 (0.43-0.88), P = .008</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t86" type="content_tags" ana="#content_tags.statistics[2]" resp="#tagger" cert="0.95">
        <label>secondary vs tertiary hospital: depression OR 1.65 (1.17-2.34), anxiety OR 1.43 (1.08-1.90)</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t87" type="content_tags" ana="#content_tags.statistics[3]" resp="#tagger" cert="0.95">
        <label>severe depression among women OR 1.94 (1.26-2.98); severe anxiety with an intermediate title OR 1.82 (1.38-2.39)</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t88" type="content_tags" ana="#content_tags.statistics[4]" resp="#tagger" cert="0.95">
        <label>THE 71.5% DISTRESS FIGURE IS EVERY IES-R BAND ABOVE NORMAL: 459 mild + 308 moderate + 132 severe = 899 of 1257. The severe band alone is 132, or 10.5%, and the paper&#x27;s own stated cutoff for detecting distress is 26 - the boundary of the moderate band, not of the mild one</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t89" type="content_tags" ana="#content_tags.statistics[5]" resp="#tagger" cert="0.95">
        <label>the same shape on the PHQ-9: 448 mild + 108 moderate + 78 severe = 634 of 1257 = the reported 50.4%, while the stated cutoff for detecting major depression is 10</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t90" type="content_tags" ana="#content_tags.statistics[6]" resp="#tagger" cert="0.95">
        <label>all tests 2-tailed with the significance level fixed in advance; group comparisons by Mann-Whitney U and Kruskal-Wallis because none of the four distributions was normal</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
    </spanGrp>
  </standOff>
  <text>
    <body>
      <p><note type="rights">The full text of this article is not redistributable, so it is
      not included here. The evidence sentences are withheld with it; the tag layer and its
      grounding status remain. The article itself is at https://doi.org/10.1001/jamanetworkopen.2020.3976.</note></p>
    </body>
  </text>
</TEI>
