{"id":"W2310243395","doi":"10.1097/acm.0000000000000829","title":"Graduate Medical Education","year":2015,"lang":"en","type":"article","venue":"Academic Medicine","topic":"Innovations in Medical Education","field":"Medicine","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Board of Medical Examiners","keywords":"Operationalization; Graduate medical education; Medical education; Psychology; Medicine; Accreditation","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002522315,0.001023583,0.000824745,0.001783042,0.002805306,0.004568327,0.00191169,0.003536436,0.4025205],"category_scores_gemma":[0.007642817,0.0004652632,0.0008394851,0.001477391,0.001455161,0.002912915,0.007956878,0.005279128,0.2403238],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003427434,"about_ca_system_score_gemma":0.01101169,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002791765,"about_ca_topic_score_gemma":0.005083636,"domain_scores_codex":[0.997043,0.0003917446,0.0001765075,0.0005366374,0.00143479,0.0004173318],"domain_scores_gemma":[0.9940217,0.0003286281,0.0002170807,0.0005698783,0.001989435,0.0028733],"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":[0.00002058938,0.00007630892,0.0008186624,0.0002180795,0.000005879668,0.00007805539,0.0001390295,0.00005910986,0.000252796,0.01297447,0.8718529,0.1135041],"study_design_scores_gemma":[0.000009836926,0.00003908106,0.001149502,0.0002097557,0.000002026765,0.00009938754,0.000107332,0.00006179063,0.00006445332,0.004355145,0.9938964,0.000005269216],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.002769341,0.01670504,0.004426582,0.08906893,0.03023859,0.0004978494,0.002881364,0.00084053,0.8525718],"genre_scores_gemma":[0.01610627,0.01217011,0.006212197,0.03118643,0.007994252,0.0003747595,0.003681589,0.0003218036,0.9219525],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.4025205,"threshold_uncertainty_score":0.852232,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1245269864830362,"score_gpt":0.4537429019133097,"score_spread":0.3292159154302735,"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."}}