{"id":"W3217364307","doi":"10.3329/jom.v22i2.56699","title":"Impact of Training Modules on Physicians’ Perspective of COVID-19: An Online Survey","year":2021,"lang":"en","type":"article","venue":"Journal of Medicine","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Medicine; Pandemic; Training (meteorology); Computer-assisted web interviewing; Descriptive statistics; Coronavirus disease 2019 (COVID-19); Medical education; Perspective (graphical); Health care; Family medicine; Professional development; Health professionals; Nursing; Disease; Infectious disease (medical specialty); Pathology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001432228,0.00012599,0.0006652132,0.0002265238,0.0000310361,0.000001540146,0.0001525134,0.00006528236,0.0009882943],"category_scores_gemma":[0.001382258,0.00008964287,0.0001594707,0.0003205113,0.0001825209,0.00005647861,0.00001261128,0.0003191832,0.000001191177],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000503669,"about_ca_system_score_gemma":0.001429361,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005072008,"about_ca_topic_score_gemma":0.0008817171,"domain_scores_codex":[0.998085,0.0005227118,0.0006384996,0.0001574489,0.000402559,0.0001938243],"domain_scores_gemma":[0.9974573,0.0007091797,0.0007383524,0.0002340767,0.0004758427,0.0003852775],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.01881774,0.01725361,0.2354611,0.0009415448,0.003305079,0.002120025,0.3930601,0.002065143,0.05822106,0.01042063,0.02787204,0.2304619],"study_design_scores_gemma":[0.006020703,0.01051617,0.9286693,0.0004864833,0.00009145821,0.0002049654,0.05212295,0.00004389201,0.0002084164,0.001082545,0.0004551303,0.00009802853],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9921903,0.00125213,0.0003180293,0.004283506,0.0006096155,0.00007504383,0.0001375384,0.000004766053,0.001129093],"genre_scores_gemma":[0.9967363,0.0001668836,0.0001065408,0.002164304,0.0006702902,3.942636e-7,0.00002841643,0.00001428361,0.0001125989],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6932082,"threshold_uncertainty_score":0.999925,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2888415356690623,"score_gpt":0.5354684986728581,"score_spread":0.2466269630037957,"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."}}