{"id":"W3189731498","doi":"10.1503/cmaj.1095954","title":"Should medical educators rethink on-the-spot quizzing?","year":2021,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Innovations in Medical Education","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Burnout; Medical education; Blind spot; Medicine; Computer science; Ophthalmology; Artificial intelligence; Clinical psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01532836,0.0005856273,0.000799269,0.0008650487,0.002724023,0.004926869,0.001654693,0.005618907,0.02799186],"category_scores_gemma":[0.1076761,0.0005058412,0.0005431129,0.0005818784,0.002640107,0.007589744,0.003241449,0.008172938,0.01422309],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002143813,"about_ca_system_score_gemma":0.008329505,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005984615,"about_ca_topic_score_gemma":0.01980111,"domain_scores_codex":[0.9927542,0.003737015,0.0004382705,0.0004427437,0.0018087,0.0008191728],"domain_scores_gemma":[0.9536746,0.01964044,0.003115237,0.002221794,0.008412645,0.0129353],"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":[0.0002192919,0.001213162,0.005421659,0.0007251267,0.00003266759,0.0003694053,0.006211784,0.0001314454,0.0007122562,0.003191685,0.512603,0.4691685],"study_design_scores_gemma":[0.0006323245,0.001010736,0.01865486,0.005089882,0.0000858617,0.001223155,0.02294686,0.000740969,0.00142127,0.02850988,0.9193854,0.0002987858],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.02805932,0.008740018,0.0113304,0.8828336,0.01620359,0.0006665699,0.0001903457,0.002089352,0.04988674],"genre_scores_gemma":[0.2797991,0.0255497,0.09596082,0.5321636,0.01220948,0.002303328,0.0004849333,0.001031506,0.05049747],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02799186,"threshold_uncertainty_score":0.09364212,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02070022509679141,"score_gpt":0.3158330082440331,"score_spread":0.2951327831472417,"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."}}