{"id":"W4205167771","doi":"10.2196/preprints.27469","title":"The Mental Health Impact of the COVID-19 Pandemic Among Physicians, Nurses, and Other Health Care Providers in Alberta: Cross-sectional Survey (Preprint)","year":2021,"lang":"en","type":"preprint","venue":"","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University; Alberta Health Services; University of Calgary; University of Alberta","funders":"Alberta Children's Hospital Foundation; University of Alberta; Alberta Cancer Foundation; Royal Alexandra Hospital Foundation; Children's Hospital Foundation; Alberta Health Services","keywords":"Anxiety; Medicine; Mental health; Cross-sectional study; Depression (economics); Odds ratio; Health care; Coronavirus disease 2019 (COVID-19); Pandemic; Odds; Psychiatry; Patient Health Questionnaire; Family medicine; Clinical psychology; Depressive symptoms; Logistic regression; Disease; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"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":[0.0005116769,0.0001458331,0.0001133589,0.0006030095,0.0007261248,0.0005012536,0.0004169515,0.0003634828,0.001201129],"category_scores_gemma":[0.0010882,0.0002477962,0.0001807978,0.001223612,0.000294092,0.0002450831,0.0004883273,0.0004016002,0.0001826383],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003255456,"about_ca_system_score_gemma":0.003026884,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8307399,"about_ca_topic_score_gemma":0.9071269,"domain_scores_codex":[0.9996533,0.00005130005,0.00002784997,0.00004350741,0.0001311515,0.00009274741],"domain_scores_gemma":[0.9993047,0.00008930437,0.0002162897,0.00001959672,0.0001469865,0.0002231614],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001541758,0.00003491414,0.9981816,0.00001225188,0.00001061662,0.00004443043,0.0003740839,0.000019399,0.00009483997,0.000005813305,0.000327445,0.0008791682],"study_design_scores_gemma":[0.000001710129,0.0000153577,0.9991348,0.000005547321,0.000002462994,0.00001441489,0.0006976794,0.00002733223,0.000007955194,0.000001459749,0.00009031699,9.241788e-7],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979556,0.0001034863,0.00002494479,0.0001314103,0.000004648301,0.00003241481,0.001163825,0.000002919546,0.0005807008],"genre_scores_gemma":[0.9977376,0.0002388477,0.0001011354,0.0002505032,0.000007435142,0.00002761513,0.001059159,9.8615e-7,0.0005766205],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1692601,"threshold_uncertainty_score":0.3405138,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07689864013887995,"score_gpt":0.4673219049431148,"score_spread":0.3904232648042348,"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."}}