{"id":"W4220806531","doi":"10.1097/jom.0000000000002487","title":"Psychological Distress of Healthcare Workers in Québec (Canada) During the Second and the Third Pandemic Waves","year":2022,"lang":"en","type":"article","venue":"Journal of Occupational and Environmental Medicine","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; Institut National de Santé Publique du Québec; Centre hospitalier universitaire de Québec; Ministère de la Santé et des Services Sociaux (Québec); Canada Auto Workers; Natural Sciences and Engineering Research Council of Canada","funders":"","keywords":"Pandemic; Psychological distress; Distress; Third wave; Coronavirus disease 2019 (COVID-19); Health care; Medicine; Psychology; Mental health; Psychiatry; Clinical psychology; Sociology; Economic growth; Economics","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0005855715,0.0003023775,0.0001757804,0.000605254,0.001539583,0.0006499094,0.0005136604,0.0004318785,0.001557848],"category_scores_gemma":[0.001284577,0.0001841494,0.0002721152,0.001003745,0.0005840793,0.0002465571,0.0005854007,0.0005413443,0.0001303695],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01043935,"about_ca_system_score_gemma":0.006603605,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9759054,"about_ca_topic_score_gemma":0.9841431,"domain_scores_codex":[0.9995593,0.00006560835,0.00001954993,0.00005182678,0.0001107907,0.0001928318],"domain_scores_gemma":[0.9990976,0.00005936348,0.0002904866,0.00001915092,0.0002649285,0.0002685908],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004314861,0.00003475805,0.995693,0.00001493734,0.00001727514,0.00003633342,0.0008183226,0.00004915217,0.0001422959,0.00001289874,0.0005237943,0.002614118],"study_design_scores_gemma":[0.000002310768,0.00002229571,0.9987091,0.000009679029,0.000003683062,0.00001262158,0.0009889303,0.00006223223,0.00001605229,0.000002569545,0.0001678577,0.000002742216],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980974,0.0002620923,0.0000413681,0.0002304278,0.000008699678,0.00002939198,0.0007969801,0.000002477453,0.0005312003],"genre_scores_gemma":[0.9988014,0.000147079,0.00004828284,0.0001087535,0.00000452561,0.00001315076,0.0003708702,6.611797e-7,0.000505266],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02409458,"threshold_uncertainty_score":0.07574314,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03777207830489391,"score_gpt":0.3512627736066555,"score_spread":0.3134906953017616,"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."}}