{"id":"W4366234743","doi":"10.1371/journal.pmed.1004187","title":"Mental health and addiction health service use by physicians compared to non-physicians before and during the COVID-19 pandemic: A population-based cohort study in Ontario, Canada","year":2023,"lang":"en","type":"article","venue":"PLoS Medicine","topic":"Healthcare professionals’ stress and burnout","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; Lawson Health Research Institute; Canadian Medical Association; Ottawa Hospital; University of Manitoba; London Health Sciences Centre; Bruyère; University of Ottawa","funders":"Canadian Institutes of Health Research; Academic Medical Organization of Southwestern Ontario","keywords":"Medicine; Mental health; Pandemic; Population; Family medicine; Cohort; Health care; Cohort study; Addiction; Psychiatry; Coronavirus disease 2019 (COVID-19); Disease; Environmental health; Infectious disease (medical specialty)","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":[0.0008443648,0.000474193,0.0005372065,0.001093282,0.002846839,0.001312535,0.001368608,0.0007032128,0.001886444],"category_scores_gemma":[0.002045817,0.0006146251,0.001119989,0.003251233,0.0008802925,0.000630839,0.0009221015,0.0009448639,0.00027546],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02223691,"about_ca_system_score_gemma":0.02265209,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9888203,"about_ca_topic_score_gemma":0.9941246,"domain_scores_codex":[0.9986466,0.00008969737,0.00009042881,0.0003014616,0.0003900373,0.0004817742],"domain_scores_gemma":[0.9977491,0.0001014562,0.0006751607,0.000110882,0.0006963089,0.000667109],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004865459,0.00003011517,0.9980573,0.00001742643,0.00005620655,0.0000423759,0.0005708833,0.00002624984,0.00007363192,0.00002082046,0.0005456032,0.0005107382],"study_design_scores_gemma":[0.000009351506,0.00002270188,0.9986458,0.00002064689,0.00002250894,0.00002450449,0.0008511501,0.000088266,0.00001666182,0.000007845246,0.000284281,0.000006174805],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9913149,0.0004172469,0.00009492003,0.0003349824,0.00001829999,0.00009478805,0.006746912,0.000007104577,0.0009707615],"genre_scores_gemma":[0.9962262,0.0002803316,0.0001263984,0.0001773489,0.00001084363,0.00005236542,0.002312367,0.000004729781,0.0008094287],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02223691,"threshold_uncertainty_score":0.1613408,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07018741443881764,"score_gpt":0.3973550845447513,"score_spread":0.3271676701059336,"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."}}