{"id":"W3111060616","doi":"10.1101/2020.12.08.20245829","title":"Prevalence of anxiety and depressive symptoms among physicians during the COVID-19 pandemic in Bangladesh: a cross-sectional study","year":2020,"lang":"en","type":"preprint","venue":"medRxiv","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Ontario; University of Toronto","funders":"National Institutes of Health; King's College London; Department of Health and Social Care; National Institute of Mental Health; Medical Research Council; National Institute for Health and Care Research","keywords":"Anxiety; Cross-sectional study; Medicine; Depression (economics); Feeling; Hospital Anxiety and Depression Scale; Pandemic; Psychiatry; Coronavirus disease 2019 (COVID-19); Clinical psychology; Psychology; Disease; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007044422,0.0002961896,0.0004152608,0.0001127533,0.0001659347,0.0000371121,0.000541816,0.0002466194,0.0001579918],"category_scores_gemma":[0.0001548706,0.0002488165,0.0001222621,0.0002069044,0.0003443171,0.00005469474,0.0007307265,0.001048628,0.000007496212],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004116503,"about_ca_system_score_gemma":0.0003070849,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004108954,"about_ca_topic_score_gemma":0.00124508,"domain_scores_codex":[0.9971458,0.0005410843,0.0006126875,0.0009818884,0.0003600747,0.0003585065],"domain_scores_gemma":[0.9982783,0.000418903,0.0004484478,0.0006382944,0.00004123061,0.0001748843],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002240188,0.0003098604,0.9830971,0.001691477,0.0001071881,0.00003835959,0.01377786,0.0002134954,0.0002214171,0.00003200008,0.00001301426,0.0002742567],"study_design_scores_gemma":[0.001442033,0.0001024728,0.9973003,0.00009982975,0.000046276,0.00002209476,0.0004258468,0.00006187847,0.00002687354,0.0001821368,0.00008891639,0.0002013612],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959394,0.0009483654,0.00005470703,0.000135427,0.0006611249,0.001819371,0.0002004357,0.00007733308,0.0001638684],"genre_scores_gemma":[0.9981917,0.0002486468,0.000003247444,0.0005002003,0.0002059661,0.000492138,0.00001065399,0.00003224139,0.0003152374],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01420322,"threshold_uncertainty_score":0.9999964,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06520721298510392,"score_gpt":0.3997144989587205,"score_spread":0.3345072859736166,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}