{"id":"W3085629684","doi":"10.2196/22408","title":"Prevalence of Perceived Stress, Anxiety, Depression, and Obsessive-Compulsive Symptoms in Health Care Workers and Other Workers in Alberta During the COVID-19 Pandemic: Cross-Sectional Survey","year":2020,"lang":"en","type":"article","venue":"JMIR Mental Health","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":132,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; University of Alberta; Alberta Health; Alberta Health Services","funders":"National Institute of General Medical Sciences; Alberta Children's Hospital Foundation; University of Alberta; Alberta Cancer Foundation; Royal Alexandra Hospital Foundation; Children's Hospital Foundation; Alberta Health Services","keywords":"Mental health; Anxiety; Medicine; Depression (economics); Pandemic; Cross-sectional study; Health care; Logistic regression; Psychiatry; Environmental health; Psychology; Clinical psychology; Disease; Coronavirus disease 2019 (COVID-19)","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004596649,0.0002661278,0.0001904424,0.0009618161,0.0008225474,0.0006003518,0.0006289962,0.000326363,0.0008830483],"category_scores_gemma":[0.0008440595,0.0002416813,0.0002408056,0.001185917,0.0004562091,0.0001800084,0.0005214563,0.0003826851,0.0001406597],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003457482,"about_ca_system_score_gemma":0.002857202,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8035958,"about_ca_topic_score_gemma":0.8738816,"domain_scores_codex":[0.9996137,0.00003552199,0.00002528721,0.0000480706,0.0001759492,0.0001014968],"domain_scores_gemma":[0.9992288,0.0000565278,0.0002491594,0.00001984051,0.0001854398,0.0002601033],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001742661,0.00003476623,0.9986532,0.00001021808,0.00001120761,0.00003618479,0.000301702,0.00001667165,0.0001215773,0.000002834263,0.0001189795,0.0006753062],"study_design_scores_gemma":[0.000001342971,0.0000229025,0.9990865,0.000005794282,0.000003399526,0.00001967736,0.0007834829,0.00002472846,0.00001020082,0.000001256271,0.00003942284,0.00000137621],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987988,0.0001031129,0.00002041909,0.00003542986,0.000002132478,0.00002583616,0.0006458508,0.000003089886,0.0003651616],"genre_scores_gemma":[0.9989414,0.000140349,0.00006251798,0.00005217653,0.000002963018,0.00001819313,0.0005012141,7.252468e-7,0.0002804147],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1964042,"threshold_uncertainty_score":0.3951218,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05194010411707058,"score_gpt":0.415215531420247,"score_spread":0.3632754273031764,"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."}}