{"id":"W4400087598","doi":"10.1016/j.puhe.2024.05.006","title":"Mass online training of health care workers during COVID-19: approach, impact, and outcomes for over 10,000 health care providers","year":2024,"lang":"en","type":"article","venue":"Public Health","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Physiotherapy Association","funders":"American Medical Association; Bill and Melinda Gates Foundation","keywords":"Medicine; Health care; Test (biology); Coronavirus disease 2019 (COVID-19); Multidisciplinary approach; Cohort; MEDLINE; Family medicine; Medical education","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002443894,0.0005145778,0.001316191,0.0007403634,0.0007790545,0.0001278186,0.0003025831,0.000206599,0.0002141426],"category_scores_gemma":[0.0002762408,0.0004565773,0.0002801603,0.0007957565,0.0001734264,0.0002879272,0.00008689661,0.0005434432,0.000004633437],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.007243403,"about_ca_system_score_gemma":0.02725912,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0349625,"about_ca_topic_score_gemma":0.003755012,"domain_scores_codex":[0.9939022,0.0007338798,0.001494493,0.001198833,0.0004876301,0.00218295],"domain_scores_gemma":[0.995552,0.000575496,0.0005879832,0.0006442093,0.0001068673,0.002533427],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0004119381,0.0004648989,0.09169005,0.04637186,0.0004001344,0.00001105279,0.4246188,0.00005227136,0.000001971815,0.003380248,0.02833853,0.4042583],"study_design_scores_gemma":[0.007153982,0.003362094,0.1951457,0.0004840861,0.00003404802,0.00006766694,0.403944,0.000342445,7.444099e-7,0.0001794088,0.3884136,0.0008722272],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4191401,0.1696699,0.01788726,0.3581759,0.003984953,0.01616558,0.01121219,0.001797031,0.001967177],"genre_scores_gemma":[0.9669671,0.0004078425,0.002432417,0.02732557,0.0002902556,0.000396671,0.001400705,0.0001493018,0.0006301155],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5478271,"threshold_uncertainty_score":0.9997886,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.144149490366271,"score_gpt":0.4760972380785464,"score_spread":0.3319477477122753,"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."}}