{"id":"W4391886477","doi":"10.1093/jcag/gwad061.084","title":"A84 COMPETENCY BASED MEDICAL EDUCATION: O-SCORE CHARACTERISTICS OF PROCEDURAL AND COGNITIVE ASSESSMENTS IN GASTROENTEROLOGY RESIDENCY TRAINING","year":2024,"lang":"en","type":"article","venue":"Journal of the Canadian Association of Gastroenterology","topic":"Innovations in Medical Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Residency training; Medicine; Cognition; Medical education; Psychology; Internal medicine; Continuing education","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.00380377,0.000198403,0.0002669674,0.002062798,0.0003907739,0.0009692897,0.0005986291,0.0004613811,0.002372887],"category_scores_gemma":[0.02225778,0.0001539233,0.0006035652,0.002020316,0.0005876558,0.0007828383,0.001670421,0.0006774908,0.0004758462],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001102123,"about_ca_system_score_gemma":0.00220947,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01715163,"about_ca_topic_score_gemma":0.02657799,"domain_scores_codex":[0.9965035,0.0008304064,0.0004543781,0.0004081171,0.001277345,0.0005262105],"domain_scores_gemma":[0.9774225,0.006947189,0.008152763,0.0007517076,0.003064923,0.003660963],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001069662,0.00004259865,0.9951949,0.00001163993,0.00002420487,0.00001012805,0.0001743888,0.00008436415,0.00007675446,0.00003480323,0.0001928045,0.004046452],"study_design_scores_gemma":[0.000003107554,0.0001271118,0.9988739,0.000009918639,0.000005048804,0.00002279035,0.0003461054,0.000301974,0.00005072929,0.00003011582,0.0002254501,0.000003676899],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972103,0.0001158634,0.0003344151,0.0001039271,0.00001226313,0.00003571329,0.0006164989,0.00001298157,0.001557941],"genre_scores_gemma":[0.9990327,0.00002630006,0.0002598633,0.00001754179,0.000005822435,0.00002059299,0.0003991514,0.000004192084,0.0002338361],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01715163,"threshold_uncertainty_score":0.03410357,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01430041018616406,"score_gpt":0.3128538906453872,"score_spread":0.2985534804592231,"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."}}