{"id":"W4381470206","doi":"10.1097/jom.0000000000002913","title":"Psychological Impacts of the COVID-19 Pandemic on Canadian Healthcare Workers","year":2023,"lang":"en","type":"article","venue":"Journal of Occupational and Environmental Medicine","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Anxiety; Mental health; Health care; Pandemic; Coping (psychology); Occupational safety and health; Depression (economics); Distress; Coronavirus disease 2019 (COVID-19); Cross-sectional study; Psychiatry; Clinical psychology; Disease; Infectious disease (medical specialty); Internal medicine","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":[0.0005567208,0.0002908311,0.0001923597,0.0007238698,0.003147721,0.0008778722,0.0005089018,0.0003404977,0.002202529],"category_scores_gemma":[0.001675902,0.0001581868,0.0003465771,0.001404946,0.0008994627,0.000293424,0.00113279,0.0006480712,0.0001184367],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01578692,"about_ca_system_score_gemma":0.01667565,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9811324,"about_ca_topic_score_gemma":0.9892812,"domain_scores_codex":[0.9992425,0.00006373183,0.0000235795,0.00004092412,0.0002783751,0.0003508716],"domain_scores_gemma":[0.9992843,0.00004796584,0.0001864225,0.00001392694,0.0002406382,0.0002267675],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006194471,0.00005253711,0.9798616,0.00007989544,0.00003524122,0.0001219139,0.00575971,0.0001021981,0.0002640444,0.0001031655,0.002075428,0.01148234],"study_design_scores_gemma":[0.000002404684,0.00002239164,0.9902096,0.00004389705,0.000008025611,0.0000347088,0.00867846,0.00005317514,0.00002944136,0.00001728204,0.0008935795,0.000007064499],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9934863,0.000723835,0.00003621046,0.001056951,0.00001914736,0.0000348539,0.001081861,0.000003587432,0.003557122],"genre_scores_gemma":[0.9983947,0.0006507103,0.00005692077,0.000171889,0.00000831542,0.000007889906,0.0003130684,0.000001021551,0.0003955296],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01886755,"threshold_uncertainty_score":0.1145426,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1812498974784317,"score_gpt":0.4662069668966582,"score_spread":0.2849570694182265,"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."}}