{"id":"W3047751316","doi":"10.36834/cmej.70493","title":"Resident physicians’ mental health during COVID-19: Advocating for supports during and post pandemic","year":2020,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Mental health; Stressor; Pandemic; Coronavirus disease 2019 (COVID-19); Medicine; Health care; Public health; Distress; Nursing; Psychiatry; Psychology; Family medicine; Disease; Infectious disease (medical specialty); Political science; Clinical psychology","routes":{"ca_aff":true,"ca_fund":false,"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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005989561,0.0001354964,0.0002076598,0.0001691894,0.001005544,0.00004769738,0.0001637133,0.0001011051,0.008560763],"category_scores_gemma":[0.002434392,0.0001447152,0.00005953359,0.0001414999,0.00007726951,0.00009763496,0.00001952161,0.0004811542,0.00001939069],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001941723,"about_ca_system_score_gemma":0.06075163,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03351174,"about_ca_topic_score_gemma":0.032656,"domain_scores_codex":[0.9981534,0.0001348561,0.0004800936,0.0003098497,0.0003081697,0.0006136501],"domain_scores_gemma":[0.9861469,0.00007411627,0.0002104022,0.0001098147,0.0000605693,0.01339826],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.000492767,0.0002679189,0.13815,0.002043334,0.0001420115,0.0001996522,0.1797007,0.000005098651,0.0004240422,0.001157486,0.5155756,0.1618413],"study_design_scores_gemma":[0.006182174,0.0007087573,0.4512504,0.0006950494,0.00004191667,0.003652758,0.11121,0.00007754136,0.0000388293,0.0004119488,0.4250523,0.0006783964],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6780627,0.001221756,0.0000568334,0.318494,0.001517497,0.0004144905,0.00004642972,0.00002454486,0.0001617832],"genre_scores_gemma":[0.7391178,0.0001895164,0.00008709101,0.2583625,0.001588361,0.00003753719,0.00005023768,0.00002414636,0.0005428105],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3131004,"threshold_uncertainty_score":0.9923456,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03534187853449934,"score_gpt":0.4114555960972021,"score_spread":0.3761137175627027,"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."}}