{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007072532,0.0002738787,0.0004372131,0.0001131341,0.0003678443,0.0000310564,0.0002384617,0.0001430166,0.0001410381],"category_scores_gemma":[0.00005868988,0.0002283654,0.00004934785,0.0003788429,0.0003203905,0.0001198874,0.0001805169,0.0004800144,0.000003790122],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001502778,"about_ca_system_score_gemma":0.001097554,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1643106,"about_ca_topic_score_gemma":0.07290808,"domain_scores_codex":[0.9965187,0.0009091036,0.0008212296,0.0008076817,0.000300339,0.0006428995],"domain_scores_gemma":[0.9981201,0.0005270297,0.0004211292,0.0002605339,0.00002484274,0.0006464109],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001417692,0.0001270364,0.9410087,0.002549912,0.00001613364,0.000002638446,0.05316412,0.0000496872,0.00001016235,0.00001245183,0.0001330175,0.001508443],"study_design_scores_gemma":[0.003481686,0.0002657017,0.9823967,0.0003405418,0.000001530906,0.0000315634,0.01283844,0.00003531998,0.000001615299,0.000007115463,0.0004273686,0.0001724581],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9903094,0.005222564,0.000003517197,0.001681391,0.0002071394,0.001965283,0.0005373033,0.00002834363,0.00004502895],"genre_scores_gemma":[0.9921272,0.0007918925,0.00001965564,0.006616382,0.00005258836,0.0001392901,0.00006643028,0.00003232177,0.0001541936],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09140249,"threshold_uncertainty_score":0.9440089,"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."}}