{"id":"W4381487080","doi":"10.2196/preprints.50064","title":"Factors Associated With Worsened Mental Health of Health Care Workers in Canada During the COVID-19 Pandemic: Cross-Sectional Survey Study (Preprint)","year":2023,"lang":"en","type":"preprint","venue":"","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pandemic; Feeling; Personal protective equipment; Medicine; Mental health; Health care; Face shield; Coronavirus disease 2019 (COVID-19); Odds; Workforce; Odds ratio; Psychological intervention; Family medicine; Demography; Psychiatry; Psychology; Logistic regression; Social psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005908129,0.000266529,0.0003049844,0.0008734484,0.001141605,0.0008635943,0.0008005667,0.0005862726,0.001792253],"category_scores_gemma":[0.00170622,0.0003480152,0.0006402785,0.002446613,0.0004117121,0.0003697854,0.0006485358,0.0008070724,0.0002110031],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006890662,"about_ca_system_score_gemma":0.008940823,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9518371,"about_ca_topic_score_gemma":0.9630515,"domain_scores_codex":[0.9994087,0.00005177491,0.00006449578,0.00009950851,0.0001907522,0.0001848079],"domain_scores_gemma":[0.9987104,0.0000859713,0.0004674225,0.00004907221,0.0003552451,0.0003319418],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001598311,0.00002236663,0.9986475,0.00001934377,0.00002637898,0.00001572901,0.0001653167,0.00001822745,0.00003634114,0.000008514324,0.0004801512,0.0005441523],"study_design_scores_gemma":[0.00000262184,0.00001281564,0.9992763,0.00001790987,0.000009283067,0.00001475133,0.0003957328,0.00006110847,0.00001037512,0.000003417731,0.000192975,0.000002647918],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9893741,0.0004059623,0.00006185241,0.0003355494,0.00001724445,0.00007971175,0.00865672,0.000007337647,0.001061564],"genre_scores_gemma":[0.9949903,0.0004470908,0.0001400248,0.000301626,0.00001359741,0.00005026789,0.003494971,0.000003429376,0.000558688],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04816288,"threshold_uncertainty_score":0.09689301,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2603857640800365,"score_gpt":0.4659520655391524,"score_spread":0.2055663014591159,"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."}}