{"id":"W3048185413","doi":"10.36834/cmej.70551","title":"Enough is enough: Licensing Exams in the time of COVID-19","year":2020,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Innovations in Medical Education","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Computer science; Coronavirus Infections; Virology; Medicine; Internal medicine; Outbreak; Infectious disease (medical specialty)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.01960312,0.0004578044,0.000862563,0.00256072,0.01530436,0.0133564,0.002683811,0.01685589,0.08272531],"category_scores_gemma":[0.1455519,0.0007466126,0.0009368132,0.001648298,0.004651967,0.01063907,0.009958872,0.01759248,0.01305156],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01131786,"about_ca_system_score_gemma":0.05062718,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06014781,"about_ca_topic_score_gemma":0.2135889,"domain_scores_codex":[0.9817887,0.003523184,0.0009281732,0.0008286373,0.004731041,0.00820024],"domain_scores_gemma":[0.8815366,0.02106799,0.005443194,0.00231334,0.01496822,0.0746706],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002438053,0.0005757171,0.02501168,0.00009729867,0.00001782765,0.002368367,0.002540319,0.0001003297,0.0003861085,0.02292437,0.8571787,0.08855547],"study_design_scores_gemma":[0.0002048577,0.0004915903,0.1062109,0.001227866,0.00005979721,0.002486868,0.03344684,0.000726401,0.0008702771,0.04421014,0.8097349,0.0003295429],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.05157922,0.003964258,0.001174477,0.677057,0.01606206,0.0002976997,0.0006412041,0.0004698761,0.2487542],"genre_scores_gemma":[0.5934509,0.002807621,0.002725198,0.197247,0.008817284,0.0003988211,0.0007522106,0.0005779454,0.193223],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9886822,"threshold_uncertainty_score":0.2767438,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02782891378173364,"score_gpt":0.3444122132125956,"score_spread":0.316583299430862,"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."}}