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        <title>Global prevalence and burden of depressive and anxiety disorders in 204 countries and territories in 2020 due to the COVID-19 pandemic</title>
        <author>Damian Santomauro</author>
        <author>Ana Maria Mantilla Herrera</author>
        <author>Jamileh Shadid</author>
        <author>Peng Zheng</author>
        <author>Charlie Ashbaugh</author>
        <author>David M. Pigott</author>
        <author>Cristiana Abbafati</author>
        <author>Christopher Adolph</author>
        <author>Joanne O Amlag</author>
        <author>Aleksandr Y. Aravkin</author>
        <author>Bree Bang-Jensen</author>
        <author>Gregory J Bertolacci</author>
        <author>Sabina Bloom</author>
        <author>Rachel Castellano</author>
        <author>Emma Castro</author>
        <author>Suman Chakrabarti</author>
        <author>Jhilik Chattopadhyay</author>
        <author>Rebecca M Cogen</author>
        <author>James K. Collins</author>
        <author>Xiaochen Dai</author>
        <author>William James Dangel</author>
        <author>Carolyn Dapper</author>
        <author>Amanda Deen</author>
        <author>Megan Erickson</author>
        <author>Samuel B Ewald</author>
        <author>Abraham D. Flaxman</author>
        <author>Joseph Frostad</author>
        <author>Nancy Fullman</author>
        <author>J Giles</author>
        <author>Ababi Zergaw Giref</author>
        <author>Gaorui Guo</author>
        <author>Jiawei He</author>
        <author>Monika Helak</author>
        <author>Erin Hulland</author>
        <author>Bulat Idrisov</author>
        <author>Akiaja Lindstrom</author>
        <author>Emily Linebarger</author>
        <author>Paulo A. Lotufo</author>
        <author>Rafael Lozano</author>
        <author>Beatrice Magistro</author>
        <author>Déborah Carvalho Malta</author>
        <author>Johan Månsson</author>
        <author>Fatima Marinho</author>
        <author>Ali H. Mokdad</author>
        <author>Lorenzo Monasta</author>
        <author>Paulami Naik</author>
        <author>Shuhei Nomura</author>
        <author>James Kevin O&#x27;Halloran</author>
        <author>Samuel M Ostroff</author>
        <author>Maja Pasovic</author>
        <author>Louise Penberthy</author>
        <author>Robert C. Reiner</author>
        <author>Grace Reinke</author>
        <author>Antônio Luiz Pinho Ribeiro</author>
        <author>Aleksei Sholokhov</author>
        <author>Reed J D Sorensen</author>
        <author>Elena A. Varavikova</author>
        <author>Anh Vo</author>
        <author>Rebecca Walcott</author>
        <author>Stefanie Watson</author>
        <author>Charles Shey Wiysonge</author>
        <author>Bethany Zigler</author>
        <author>Simon I Hay</author>
        <author>Theo Vos</author>
        <author>Christopher Murray</author>
        <author>Harvey Whiteford</author>
        <author>Alize J Ferrari</author>
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          <title>Global prevalence and burden of depressive and anxiety disorders in 204 countries and territories in 2020 due to the COVID-19 pandemic</title>
          <date>2021</date>
          <publisher>The Lancet</publisher>
          <idno type="DOI">10.1016/s0140-6736(21)02143-7</idno>
          
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    <spanGrp type="tags">
      <span xml:id="t0" type="object_of_study" ana="#object_of_study" resp="#paper">
        <label>the change in prevalence of major depressive disorder and anxiety disorders in 2020 across 204 countries and territories, estimated for locations with and without data</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>how much did the COVID-19 pandemic raise the global prevalence and burden of depression and anxiety, by age, sex and location</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>the first global estimate of the pandemic&#x27;s effect on these two disorders, and a data standard the authors offer to the field for measuring the next population shock</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>a population shock raising the prevalence of common mental disorders - the same pattern seen after the 2008 and 2009 financial crises, now measured globally</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>meta-analysis</label>
        <term>meta-analysis</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="0.85">
        <label>why women were affected more: carer and household load from school closures, lower salaries and less secure employment, and a measured rise in domestic violence during lockdowns - social channels rather than biological ones</label>
        <term>unequal exposure to consequences</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="0.85">
        <label>why the young were affected more: 1.6 billion learners out of school in over 190 countries, no physical spaces for peer interaction, and a higher chance of unemployment during and after an economic crisis</label>
        <term>disrupted development</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>the general category the paper places COVID-19 in - an unexpected event disrupting a population&#x27;s environmental, health, economic or social circumstances, with the 2008-09 financial crises as its worked precedents</label>
        <term>population shock</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="0.85">
        <label>distancing and travel restriction made medication and in-person care harder to get, services were interrupted or redirected, and people avoided seeking care for fear of infection - demand up and supply down together</label>
        <term>care interrupted at the moment of need</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t10" type="limitations" ana="#limitations[0]" resp="#tagger" cert="0.95">
        <label>the two indicators are unlikely to have captured the full impact of the pandemic, and infection rates are not consistently measured or reported everywhere</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t11" type="limitations" ana="#limitations[1]" resp="#tagger" cert="0.95">
        <label>mobile-phone mobility tracking is inaccurate where phone use is low, and people who cannot reduce their mobility because of their job may have their mobility drop overestimated - a bias with a direction, stated</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[2]" resp="#tagger" cert="0.95">
        <label>VERY FEW QUALIFYING SURVEYS FROM LOW- AND MIDDLE-INCOME COUNTRIES, and large increases were nonetheless estimated for Latin America and the Caribbean, north Africa and the Middle East, and south Asia - super-regions from which NO study met the inclusion criteria at all</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[3]" resp="#tagger" cert="0.95">
        <label>so the paper asks readers not to extrapolate rankings between countries, and its own leave-one-country-out cross-validation showed the rankings move with data availability</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[4]" resp="#tagger" cert="0.95">
        <label>most surveys used symptom scales estimating PROBABLE cases; the assumption that screening thresholds kept their predictive validity through the pandemic could bias the estimates, and a high anxiety score in 2020 might be a natural reaction to a real threat</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[5]" resp="#tagger" cert="0.85">
        <label>only three diagnostic surveys existed to test that assumption against; two showed increases and the third used very small samples and changed from face-to-face to telephone administration at the pandemic&#x27;s onset</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t16" type="limitations" ana="#limitations[6]" resp="#tagger" cert="0.95">
        <label>the severity distribution had to be assumed unchanged - existing cases may have worsened and new cases may be milder, and the burden estimate cannot tell</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t17" type="limitations" ana="#limitations[7]" resp="#tagger" cert="0.95">
        <label>studies were excluded for convenience sampling, non-standard case definitions, and instruments with no comparable pre-pandemic estimate</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t18" type="limitations" ana="#limitations[8]" resp="#tagger" cert="0.95">
        <label>other disorders may also have been affected - eating disorders are named - and were not estimated because the data have not been assessed</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t19" type="limitations" ana="#limitations[9]" resp="#tagger" cert="0.95">
        <label>whether the increased prevalence came with increased suicide is left open: a 21-country time-series found no significant rise, and the authors say they have insufficient data to conclude either way</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t20" type="limitations" ana="#limitations[10]" resp="#tagger" cert="0.95">
        <label>DALYs here are entirely years lived with disability - despite potential excess deaths, neither disorder is counted as an underlying cause of death, which is an ICD convention and not a finding about lethality</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t21" type="limitations" ana="#limitations[11]" resp="#tagger" cert="0.95">
        <label>the geographical spread of the evidence: 22 studies from western Europe, 14 from high-income North America, 5 Australasia, 5 high-income Asia Pacific, 2 east Asia, 1 central Europe</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t22" type="controls" ana="#controls[0]" resp="#tagger" cert="0.95">
        <label>an eligibility rule requiring a comparable PRE-PANDEMIC BASELINE, applied before any modelling: 5,683 sources found, 1,674 past title and abstract, 48 admitted</label>
        <note>eliminates: a during-pandemic prevalence being read as a CHANGE in prevalence. Without a baseline a survey measures a level, and the level was already high - this paper&#x27;s own introduction notes no reduction since 1990 · 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[1]" resp="#tagger" cert="0.95">
        <label>GBD case definitions tied to DSM-IV-TR and ICD-10 rather than to whatever each survey called a case</label>
        <note>eliminates: the pooled estimate being an average over incompatible definitions of depression and anxiety · outcome: held</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[2]" resp="#tagger" cert="0.85">
        <label>market-research quota sampling admitted but carried as a bias covariate rather than pooled with random samples</label>
        <note>eliminates: a non-probabilistic sampling frame inflating the estimate silently - AND THE COVARIATE EARNED ITS PLACE: cross-sectional quota studies significantly over-estimated the increase, which the model could then correct for · outcome: held</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t25" type="controls" ana="#controls[3]" resp="#tagger" cert="0.95">
        <label>a separate bias covariate for instruments measuring depression and anxiety symptoms together, such as the K-6</label>
        <note>eliminates: a combined-symptom instrument being counted as evidence about either disorder alone - and again it was measured, not assumed: those instruments overestimated the anxiety increase but not the depression increase · outcome: held</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t26" type="controls" ana="#controls[4]" resp="#tagger" cert="0.95">
        <label>leave-one-country-out cross-validation of the final model</label>
        <note>eliminates: the estimates for locations with no data being untested - PARTIAL, and the authors report what it found against them: estimates stayed within their uncertainty bounds but the RANKINGS between locations moved with data availability · outcome: partial</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t27" type="controls" ana="#controls[5]" resp="#tagger" cert="0.9">
        <label>backward elimination on the Akaike information criterion, with each unique sample given a random intercept and random effects on the impact indicators</label>
        <note>eliminates: covariates surviving in the model on the analyst&#x27;s preference rather than on fit · outcome: held</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t28" type="controls" ana="#controls[6]" resp="#tagger" cert="0.95">
        <label>PRISMA reporting, a protocol registered with PROSPERO before the review, and GATHER compliance with all analysis code published</label>
        <note>eliminates: the search and the inclusion rule being decided after the data were seen - the protocol is registered and the code is inspectable · outcome: held</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t29" type="controls" ana="#controls[7]" resp="#tagger" cert="0.9">
        <label>no language restriction on the literature search</label>
        <note>eliminates: an English-only search compounding the geographical gap the authors already report - though it did not close it: no qualifying study came from a low- or middle-income country · outcome: partial</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t30" type="controls" ana="#controls[8]" resp="#tagger" cert="0.95">
        <label>confirming that no 2020 epidemiological data entered the DisMod-MR model, so its 2020 output is a genuine counterfactual</label>
        <note>eliminates: the pandemic&#x27;s effect being partly inside the baseline it is measured against - the pre-pandemic prevalence for 2020 is uncontaminated by 2020 · outcome: held</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t31" type="controls" ana="#controls[9]" resp="#tagger" cert="0.9">
        <label>a statement that the funders had no role in design, collection, analysis or interpretation</label>
        <note>eliminates: a funder&#x27;s interest shaping a global prevalence estimate that policy is set from · outcome: held</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t32" type="concepts" ana="#concepts[0]" resp="#paper" cert="0.95">
        <label>major depressive disorder</label>
        <term>major depressive disorder</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[1]" resp="#paper" cert="0.95">
        <label>anxiety disorders</label>
        <term>anxiety disorders</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[2]" resp="#paper" cert="0.95">
        <label>prevalence</label>
        <term>prevalence</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[3]" resp="#paper" cert="0.95">
        <label>pre-pandemic baseline</label>
        <term>pre-pandemic baseline</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[4]" resp="#paper" cert="0.95">
        <label>human mobility</label>
        <term>human mobility</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[5]" resp="#paper" cert="0.95">
        <label>daily SARS-CoV-2 infection rate</label>
        <term>daily SARS-CoV-2 infection rate</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[6]" resp="#paper" cert="0.95">
        <label>daily excess mortality rate</label>
        <term>daily excess mortality rate</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[7]" resp="#paper" cert="0.95">
        <label>COVID-19 pandemic</label>
        <term>COVID-19 pandemic</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[8]" resp="#paper" cert="0.95">
        <label>risk factors</label>
        <term>risk factors</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[9]" resp="#paper" cert="0.95">
        <label>proxies</label>
        <term>proxies</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[10]" resp="#paper" cert="0.95">
        <label>DisMod-MR 2.1</label>
        <term>DisMod-MR 2.1</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[11]" resp="#paper" cert="0.95">
        <label>DALYs</label>
        <term>DALYs</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[12]" resp="#paper" cert="0.95">
        <label>YLDs</label>
        <term>YLDs</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[13]" resp="#paper" cert="0.95">
        <label>market research quota sampling</label>
        <term>market research quota sampling</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[14]" resp="#paper" cert="0.95">
        <label>population shocks</label>
        <term>population shocks</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[15]" resp="#paper" cert="0.95">
        <label>screening measures</label>
        <term>screening measures</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t48" type="unhoused_relations" ana="#unhoused_relations[0]" resp="#tagger">
        <label>daily excess mortality rate → daily SARS-CoV-2 infection rate</label>
        <note>COLLINEAR AT r=0.8, WHICH IS WHY ONE OF THEM IS NOT IN THE MODEL. Excess mortality showed no independent association with the prevalence change once the other two indicators were controlled for, and the paper attributes that to collinearity rather than to absence of effect. None of the eight types says &#x27;correlates with&#x27;, and none of them can say &#x27;dropped from the model because it duplicates another variable&#x27; - which is the actual relation and the reason the coefficient is missing</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t49" type="unhoused_relations" ana="#unhoused_relations[1]" resp="#tagger">
        <label>pre-pandemic baseline → prevalence</label>
        <note>A CRITERION THAT DECIDES WHAT COUNTS AS EVIDENCE. Requiring a comparable pre-pandemic measurement took 5,683 sources to 48 - it is the single most consequential step in the analysis and it is not a relation between two concepts in any of the eight senses. &#x27;part-of&#x27; is false, &#x27;causes&#x27; is false, and &#x27;operationalised-as&#x27; inverts it: the baseline is not how prevalence is measured, it is what makes a measurement admissible</note>
        <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="0.95">
        <label>COVID-19 impact indicator - THE PAPER PRE-EMPTS ITS OWN MISREADING AND SAYS SO OUTRIGHT: human mobility and infection rate `should not be interpreted as risk factors`. They are PROXIES for the pandemic, which is the risk factor. A reader who takes the coefficient on human mobility as an effect of mobility has read the model backwards, and the authors put the warning in the discussion rather than leaving it to be inferred</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="0.95">
        <label>prevalence, in this paper - A MODELLED QUANTITY, NOT A MEASURED ONE, and for most of the 204 locations there is no survey behind it. DisMod-MR estimates prevalence for locations missing raw data by cascading priors down a five-level geographical hierarchy, so a country&#x27;s figure can be entirely inherited from its region</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>case, as counted here - A PROBABLE CASE ON A SCREENING SCALE, not a diagnosis. Only three diagnostic surveys existed to check against. The authors assume the predictive validity of screening thresholds did not change during the pandemic, and then give the counter-example themselves: a high anxiety-scale score in 2020 might be a natural reaction to a real threat rather than a disorder. SAME THRESHOLD PROBLEM AS lai2020, one level up</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>pre-pandemic baseline - THE ELIGIBILITY CRITERION, AND THE ONE THAT DID THE WORK. A prevalence survey run during the pandemic was not admissible without comparable data from before it, however large or well conducted. 5,683 sources became 48. Both COVID-19 mental health papers in this corpus - wang2020 and lai2020 - are cross-sectional with no pre-pandemic measurement and would fail it</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>not associated, said of daily excess mortality - A COLLINEARITY RESULT, NOT A NULL EFFECT. Excess mortality correlates at r=0.8 with both surviving indicators, so it drops out of the model after they are controlled for. The paper says the reason. Reading it as `deaths did not affect mental health` is the opposite of what the analysis supports</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t55" type="alternatives" ana="#alternatives.claim_type" resp="#tagger" cert="0.8">
        <label>claim_type: existence</label>
        <note>a second reading reaching the same value. Recorded: existence — note: A BLIND second reading by the project on 2026-08-25: the record&#x27;s own claim type/method/phenomenon were not looked at until every value here was written and substring-verified. Not applied - a person decides. Sampling frame: the 504 staged records carrying no alternatives block, so this never re-measures the 202. All 11 records with 130+ tags were taken as a census and 19 more spread one per discipline across 22 disciplines - the dense non-neuroscience cell is the one the 202 do not contain (inside them, 94-100% of the densest bands are neuroscience; among these 11, one is).,</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t56" type="alternatives" ana="#alternatives.method" resp="#tagger" cert="0.9">
        <label>method: systematic-review-and-meta-regression</label>
        <note>a second reading DIFFERING from the recorded value. Recorded: meta-analysis — note: A BLIND second reading by the project on 2026-08-25: the record&#x27;s own claim type/method/phenomenon were not looked at until every value here was written and substring-verified. Not applied - a person decides. Sampling frame: the 504 staged records carrying no alternatives block, so this never re-measures the 202. All 11 records with 130+ tags were taken as a census and 19 more spread one per discipline across 22 disciplines - the dense non-neuroscience cell is the one the 202 do not contain (inside them, 94-100% of the densest bands are neuroscience; among these 11, one is).,</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t57" type="alternatives" ana="#alternatives.phenomenon" resp="#tagger" cert="0.9">
        <label>phenomenon: the global prevalence and burden of major depressive and anxiety disorders in 2020 attributable to the COVID-19 pandemic</label>
        <note>a second reading DIFFERING from the recorded value. Recorded: a population shock raising the prevalence of common mental disorders - the same pattern seen after the 2008 and 2009 fin — note: A BLIND second reading by the project on 2026-08-25: the record&#x27;s own claim type/method/phenomenon were not looked at until every value here was written and substring-verified. Not applied - a person decides. Sampling frame: the 504 staged records carrying no alternatives block, so this never re-measures the 202. All 11 records with 130+ tags were taken as a census and 19 more spread one per discipline across 22 disciplines - the dense non-neuroscience cell is the one the 202 do not contain (inside them, 94-100% of the densest bands are neuroscience; among these 11, one is).,</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t58" type="claim_relations" ana="#claim_relations[0]" resp="#tagger" cert="0.95">
        <label>critiques → the body of single-location snapshot surveys of depression and anxiety during COVID-19, and the qualitative syntheses and pooled estimates built on them</label>
        <note>note: the criticism is not of any one survey but of what the set of them cannot do: no study had synthesised a global prevalence and burden for 2020, and the pooled estimates on offer did not adjust for the baseline problem</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t59" type="claim_relations" ana="#claim_relations[1]" resp="#tagger" cert="0.95">
        <label>distinguishes-from → surveys of prevalence during the pandemic that lack a comparable pre-pandemic baseline - which is the design of both wang2020 and lai2020 in this corpus</label>
        <note>note: THE PAPER DOES NOT NAME THOSE TWO. What it states is the criterion, and the criterion excludes their design - both are cross-sectional with no pre-pandemic measurement, and lai2020 says so itself. The relation is to the DESIGN CLASS, not to the papers</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t60" type="claim_relations" ana="#claim_relations[2]" resp="#tagger" cert="0.95">
        <label>qualifies → Pirkis and colleagues&#x27; 21-country time-series finding no significant increase in suicide rates between April and July 2020</label>
        <note>note: and the qualification runs BOTH ways - the authors say they have insufficient data to conclude anything, and offer that the window may have been too early rather than claiming the finding is wrong</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t61" type="claim_relations" ana="#claim_relations[3]" resp="#tagger" cert="0.95">
        <label>builds-on → Frasquilho and colleagues&#x27; review of mental health outcomes after the 2009 economic crisis, and the Greek and Hong Kong prevalence series that followed the 2008-09 crashes</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t62" type="claim_relations" ana="#claim_relations[4]" resp="#tagger" cert="0.9">
        <label>extends → GBD 2019&#x27;s estimates of depressive and anxiety disorder burden, which this study adjusts rather than replaces</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t63" type="claim_relations" ana="#claim_relations[5]" resp="#tagger" cert="0.9">
        <label>predicts → future mental health surveys responding to COVID-19 or another population shock, which the authors ask to align their sampling and instruments with pre-pandemic baselines</label>
        <note>note: an unusual relation to record and worth having: the paper is addressing studies that do not exist yet, and the data standard is offered as its second contribution</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[0]" resp="#tagger">
        <label>COVID-19 pandemic —causes→ major depressive disorder</label>
        <term>COVID-19 pandemic</term>
        <term>major depressive disorder</term>
        <note>direction on the measure: increases · strength of the relation: 0.9 · note: the paper is explicit that the PANDEMIC is the risk factor and the indicators are proxies for it, so this edge and not an indicator edge is the one it licenses</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[1]" resp="#tagger">
        <label>COVID-19 pandemic —causes→ anxiety disorders</label>
        <term>COVID-19 pandemic</term>
        <term>anxiety disorders</term>
        <note>direction on the measure: increases · strength of the relation: 0.9
Audit 2026-09-28: DOUBTFUL - read against its full span and kept, but endpoint by anaphora: &#x27;We also estimated&#x27; continues the previous sentence&#x27;s estimate &#x27;due to the COVID-19 pandemic&#x27;.</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[4]" resp="#tagger">
        <label>risk factors —distinct-from→ proxies</label>
        <term>risk factors</term>
        <term>proxies</term>
        <note>strength of the relation: 0.95 · note: the distinction the paper draws about its own model, in its own discussion, before anyone could get it wrong</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[5]" resp="#tagger">
        <label>prevalence —operationalised-as→ DisMod-MR 2.1</label>
        <term>prevalence</term>
        <term>DisMod-MR 2.1</term>
        <note>strength of the relation: 0.85 · note: and for locations with no raw data the operationalisation is the whole of it - the figure is a cascaded prior, not a measurement
Audit 2026-09-28: DOUBTFUL - read against its span and kept, but prevalence is estimated by DisMod-MR 2.1; operationalised-as is loose.</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[6]" resp="#tagger">
        <label>YLDs —part-of→ DALYs</label>
        <term>YLDs</term>
        <term>DALYs</term>
        <note>strength of the relation: 1 · note: AUDIT REVERSED THIS. Years lived with disability are a COMPONENT of disability-adjusted life-years, not the container. I had written it backwards and then written a note explaining why backwards was acceptable. For these two disorders the component is the whole - DALYs are composed entirely of YLDs, because neither is counted as an underlying cause of death - and that is what makes the containment total here rather than partial</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[7]" resp="#tagger">
        <label>market research quota sampling —causes→ prevalence</label>
        <term>market research quota sampling</term>
        <term>prevalence</term>
        <note>direction on the measure: increases · strength of the relation: 0.85 · note: a bias with a measured direction, and the qualifier is load-bearing: cross-sectional quota studies overestimated, longitudinal ones did not
Audit 2026-09-28: RESTORED AND DOUBTFUL - the full span was re-read; kept, but the full span says studies using market research quota sampling &#x27;significantly over-estimated the increase in disorder prevalence&#x27; - the relation is stated, but &#x27;causes prevalence&#x27; drops that it is an OVER-ESTIMATE of the increase; the withdrawal said the span only listed the sampling as a data source. The earlier withdrawal is kept in the record.</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t70" type="concept_edges" ana="#concept_edges[8]" resp="#tagger">
        <label>population shocks —causes→ major depressive disorder</label>
        <term>population shocks</term>
        <term>major depressive disorder</term>
        <note>direction on the measure: increases · strength of the relation: 0.85
Audit 2026-09-28: DOUBTFUL - read against its full span and kept, but the span says these disorders are historically more SENSITIVE to population shocks; causes is loose.</note>
        <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[0]" resp="#tagger" cert="0.95">
        <label>an additional 53.2 million cases of major depressive disorder globally in 2020, an increase of 27.6%</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[1]" resp="#tagger" cert="0.95">
        <label>an additional 76.2 million cases of anxiety disorders, an increase of 25.6%</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[2]" resp="#tagger" cert="0.95">
        <label>49.4 million DALYs from major depressive disorder and 44.5 million from anxiety disorders in 2020</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[3]" resp="#tagger" cert="0.95">
        <label>females were affected more than males and younger age groups more than older ones</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[4]" resp="#tagger" cert="0.95">
        <label>the locations hit hardest by the pandemic had the greatest increases</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[5]" resp="#tagger" cert="0.95">
        <label>48 of 5,683 identified sources met the inclusion criteria - 46 for depression, 27 for anxiety</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.findings[6]" resp="#tagger" cert="0.95">
        <label>AND THE INCREASE WAS ESTIMATED FOR SUPER-REGIONS WITH NO QUALIFYING SURVEY AT ALL - Latin America and the Caribbean, north Africa and the Middle East, south Asia</label>
        <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.findings[7]" resp="#tagger" cert="0.95">
        <label>no reduction in global prevalence or burden of either disorder had been detected since 1990, before the pandemic began</label>
        <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.definitions[0]" resp="#tagger" cert="0.95">
        <label>eligible study = reported prevalence during the pandemic AND had a comparable pre-pandemic baseline; without one it could not be included</label>
        <term>eligible studies</term>
        <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.definitions[1]" resp="#tagger" cert="0.95">
        <label>COVID-19 impact indicator = something that captures an effect of COVID-19, is consistently measured across locations, and is measured with sufficient granularity over time</label>
        <term>COVID-19 impact indicator</term>
        <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.definitions[2]" resp="#tagger" cert="0.95">
        <label>population shock = an unexpected or unpredictable event disrupting the environmental, health, economic or social circumstances of a population</label>
        <term>population shocks</term>
        <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.definitions[3]" resp="#tagger" cert="0.95">
        <label>case definitions taken from the GBD framework, adhering to DSM-IV-TR and ICD-10</label>
        <term>case definitions</term>
        <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.statistics[0]" resp="#tagger" cert="0.95">
        <label>excess mortality correlates at r=0.8 with both surviving indicators and at 0.5 between them, which is why it drops from the model rather than because it has no effect</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[1]" resp="#tagger" cert="0.95">
        <label>cross-sectional market-research quota studies significantly over-estimated the prevalence increase; longitudinal ones using the same sampling did not</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[2]" resp="#tagger" cert="0.95">
        <label>instruments combining depression and anxiety symptoms overestimated the anxiety increase but not the depression increase</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[3]" resp="#tagger" cert="0.95">
        <label>95% uncertainty intervals are the 25th and 975th of 1,000 posterior samples</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[4]" resp="#tagger" cert="0.85">
        <label>after the 2009 Greek crisis, point prevalence of major depressive episodes went from 3.3% in 2008 to 6.8% in 2009 to 8.2% in 2011</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[5]" resp="#tagger" cert="0.95">
        <label>in Japan suicide fell 14% over the first five pandemic months and then rose 16%, more among females and the young</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.variables[0]" resp="#tagger" cert="0.95">
        <label>outcome: change in logit prevalence of each disorder, pre-pandemic versus mid-pandemic</label>
        <term>change in prevalence</term>
        <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.variables[1]" resp="#tagger" cert="0.95">
        <label>predictors: a single composite COVID-19 impact indicator, age, sex, and bias covariates for sampling strategy and instrument type</label>
        <term>bias covariates</term>
        <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/10.1016/s0140-6736(21)02143-7.</note></p>
    </body>
  </text>
</TEI>
