{"id":"W4393041580","doi":"10.1177/21501319241241468","title":"Predictive Models for Canadian Healthcare Workers Mental Health During COVID-19","year":2024,"lang":"en","type":"article","venue":"Journal of Primary Care & Community Health","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"Mitacs","keywords":"Mental health; Medicine; Health care; Logistic regression; Psychological intervention; Bayes' theorem; Family medicine; Nursing; Psychiatry; Statistics; Bayesian probability","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":[0.003872888,0.00143638,0.0008659443,0.002680741,0.001739562,0.001902594,0.00230547,0.0009780797,0.003889103],"category_scores_gemma":[0.009261325,0.0004765079,0.001532026,0.002139983,0.0004947006,0.0004825937,0.001115002,0.001737528,0.0007821777],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01670509,"about_ca_system_score_gemma":0.01515809,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9509246,"about_ca_topic_score_gemma":0.9309103,"domain_scores_codex":[0.9990959,0.0002167111,0.0000495156,0.0002405286,0.0001799947,0.0002173892],"domain_scores_gemma":[0.9958115,0.001550623,0.0003587347,0.0001610961,0.001823549,0.0002945515],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0009530643,0.0007466052,0.5228734,0.0004114263,0.0007025714,0.0003222892,0.0006578832,0.3367288,0.0004332617,0.002678391,0.04183429,0.0916578],"study_design_scores_gemma":[0.00007297231,0.00008759041,0.1129981,0.000185977,0.0001416507,0.0000534687,0.0004815548,0.8796369,0.0002186462,0.001423777,0.004627,0.00007236371],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9188294,0.00294287,0.02392418,0.005973488,0.000404634,0.0006177067,0.03847346,0.001038646,0.00779562],"genre_scores_gemma":[0.9611919,0.0008577006,0.01261088,0.0003174419,0.00007848519,0.0002210128,0.02106848,0.00005663783,0.003597407],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04907542,"threshold_uncertainty_score":0.1212045,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1005539975858848,"score_gpt":0.4344899449685307,"score_spread":0.3339359473826459,"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."}}