{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002923546,0.0001452584,0.0002287055,0.0006254638,0.0004056508,0.0005562718,0.0001827977,0.0005888428,0.00362135],"category_scores_gemma":[0.01291376,0.0002026551,0.0002842428,0.0005022905,0.0002862034,0.000619129,0.0006423579,0.0006731475,0.000502278],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005155047,"about_ca_system_score_gemma":0.0007445563,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001539097,"about_ca_topic_score_gemma":0.002676536,"domain_scores_codex":[0.9982795,0.0008376708,0.0001553803,0.0001105761,0.0003259308,0.0002909729],"domain_scores_gemma":[0.9898176,0.004391938,0.002864054,0.0001809202,0.0008723889,0.001873138],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001578738,0.001026359,0.9667305,0.0001839048,0.0000331168,0.0002124823,0.008543799,0.0001223202,0.0007036135,0.00004936869,0.001492506,0.02074407],"study_design_scores_gemma":[0.00001695287,0.000806695,0.9869862,0.00008064431,0.00001558609,0.0002293151,0.009109162,0.0002483482,0.0002114521,0.00002301749,0.002260701,0.00001189838],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981329,0.00009154656,0.00007539576,0.0004149944,0.00001077778,0.00005715451,0.0002244687,0.000004528006,0.0009881923],"genre_scores_gemma":[0.9983236,0.0002548681,0.0002960912,0.0003352346,0.00002124639,0.0000783333,0.0001744406,0.000002359441,0.0005137915],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00362135,"threshold_uncertainty_score":0.01546139,"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."}}