{"id":"W3181318162","doi":"10.3389/fpsyt.2021.668278","title":"Factors Associated With Burnout, Post-traumatic Stress and Anxio-Depressive Symptoms in Healthcare Workers 3 Months Into the COVID-19 Pandemic: An Observational Study","year":2021,"lang":"en","type":"article","venue":"Frontiers in Psychiatry","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":51,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Douglas Mental Health University Institute; Montreal Neurological Institute and Hospital; Institut universitaire en santé mentale de Montréal; Université de Montréal; Institut Universitaire en Santé Mentale de Québec; Centre Hospitalier Universitaire Sainte-Justine; Université du Québec à Montréal; Montreal Heart Institute","funders":"Institut de Cardiologie de Montréal; Fondation Institut de Cardiologie de Montréal; Ministère de l'Économie, de la Science et de l'Innovation - Québec","keywords":"Burnout; Depersonalization; Emotional exhaustion; Anxiety; Medicine; Health care; Mental health; Depression (economics); Clinical psychology; Social support; Hospital Anxiety and Depression Scale; Psychological resilience; Workload; Psychiatry; Psychology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005788364,0.0003293156,0.000492828,0.0002327519,0.0003023467,0.0000552986,0.0003270639,0.0002374198,0.00005094217],"category_scores_gemma":[0.0001500714,0.0002478149,0.00005574458,0.0007298468,0.0001595218,0.0001883388,0.00007144676,0.0006675551,0.00000100189],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009534882,"about_ca_system_score_gemma":0.00151417,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01782793,"about_ca_topic_score_gemma":0.1949013,"domain_scores_codex":[0.9966171,0.001073332,0.0005963087,0.0007604483,0.0003915719,0.0005612593],"domain_scores_gemma":[0.9984003,0.0003274593,0.0002721155,0.0005586889,0.00008297837,0.0003585081],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002965497,0.001255294,0.9373055,0.0001298756,0.0001783831,0.00003051309,0.05777925,0.0001045553,5.16512e-7,0.0001558712,0.001140756,0.001622965],"study_design_scores_gemma":[0.00301671,0.0004668276,0.812609,0.0001637367,0.00003937212,0.000003581992,0.1825846,0.00006147542,2.237703e-7,0.0007159876,0.0001094216,0.0002291092],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9836942,0.005904975,0.0001479949,0.005029634,0.003698164,0.001271311,0.000127026,0.00007188621,0.00005482414],"genre_scores_gemma":[0.993634,0.00005147691,0.0002085699,0.005379283,0.00007699084,0.0001967147,0.0002846839,0.00004207672,0.0001262443],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1770733,"threshold_uncertainty_score":0.9999974,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1097226796024971,"score_gpt":0.4031042273196745,"score_spread":0.2933815477171774,"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."}}