{"id":"W1989538433","doi":"10.1001/jama.292.9.1044","title":"Educational Epidemiology","year":2004,"lang":"en","type":"article","venue":"JAMA","topic":"Innovations in Medical Education","field":"Medicine","cited_by":133,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Randomized controlled trial; Accreditation; Observational study; Medical education; Educational research; Epidemiology; Educational program; Flexibility (engineering); Foundation (evidence); Research design; Family medicine; Mathematics education; Surgery; Psychology","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":[],"consensus_categories":[],"category_scores_codex":[0.0003536257,0.00004157522,0.00009693344,0.00007346417,0.00003806952,0.000002489987,0.00004037479,0.00007959531,0.0009064493],"category_scores_gemma":[0.00512036,0.00003552352,0.00002106263,0.0001928224,0.00006946921,0.00004337142,0.000008300804,0.0001701067,0.0006150969],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001370167,"about_ca_system_score_gemma":0.0003121495,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002966994,"about_ca_topic_score_gemma":8.873856e-7,"domain_scores_codex":[0.9994901,0.00001501657,0.000185119,0.0001056924,0.00008646113,0.0001175591],"domain_scores_gemma":[0.9995338,0.00007430607,0.0000412815,0.0001572175,0.0001533381,0.00004000496],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00003321535,0.0004554652,0.03651591,0.00004685679,0.00002921526,0.000003116916,0.0003598219,0.00002328015,0.0005142681,0.5726796,0.2230774,0.1662619],"study_design_scores_gemma":[0.001611361,0.00009040532,0.7166374,0.00006241107,0.00002069618,0.0001788193,0.0001182348,0.00005211963,0.0002726574,0.08831542,0.1925625,0.00007794182],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5783688,0.00009979197,0.001850448,0.3954947,0.0007449394,0.0001183521,9.033229e-7,0.00003333203,0.02328881],"genre_scores_gemma":[0.9096946,0.000009795608,0.05061512,0.03559741,0.001691616,0.00003644176,0.0001447763,0.000008248162,0.002201969],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6801215,"threshold_uncertainty_score":0.9924984,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03611138980523262,"score_gpt":0.3936483525741682,"score_spread":0.3575369627689355,"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."}}