{"id":"W4400353651","doi":"10.1093/occmed/kqae023.0823","title":"P-251 HOW DID CANADIAN HEALTHCARE WORKERS DESCRIBE STRESSORS DURING THE COVID-19 PANDEMIC?","year":2024,"lang":"en","type":"article","venue":"Occupational Medicine","topic":"Healthcare professionals’ stress and burnout","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Institut de recherche Robert-Sauvé en santé et en sécurité du travail; University of Calgary; University of Alberta","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Pandemic; 2019-20 coronavirus outbreak; Stressor; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Health care; Betacoronavirus; Medicine; Coronavirus Infections; Environmental health; Virology; Political science; Outbreak; Psychiatry; Internal medicine; Disease; Infectious disease (medical specialty)","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":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001867458,0.0003142044,0.0004190633,0.0004050347,0.002849245,0.00002896895,0.0003865057,0.0003827263,0.002731955],"category_scores_gemma":[0.002041978,0.0001876611,0.00008901558,0.0007280023,0.0002665409,0.0001731581,0.0001001089,0.0017459,0.0001949722],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001706206,"about_ca_system_score_gemma":0.008239334,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2618529,"about_ca_topic_score_gemma":0.4343598,"domain_scores_codex":[0.9956947,0.001001389,0.0007331287,0.0005758193,0.0009046138,0.00109038],"domain_scores_gemma":[0.9949024,0.002535233,0.0001873756,0.0004581658,0.0003194402,0.001597388],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001281117,0.00001083195,0.8751911,0.001667028,0.00006429258,0.0001022675,0.006943256,0.00001389053,0.00002657693,0.004964836,0.1044389,0.006448965],"study_design_scores_gemma":[0.0009982596,0.00008287012,0.502712,0.006426481,0.00004953581,0.00003846456,0.01516037,0.0002319354,0.000001372002,0.001572427,0.4724169,0.0003094242],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2513245,0.02030911,0.0002867098,0.7175146,0.005863832,0.001802495,0.0008187806,0.000419381,0.00166055],"genre_scores_gemma":[0.9630023,0.0007980411,0.0000825132,0.02417683,0.00312654,0.0004508687,0.0004218389,0.00005376726,0.007887275],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7116778,"threshold_uncertainty_score":0.9984489,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1754012018298761,"score_gpt":0.4772302013439351,"score_spread":0.3018289995140589,"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."}}