{"id":"W4392762492","doi":"10.1001/jamasurg.2024.0040","title":"Accreditation Council for Graduate Medical Education Milestone Training Ratings and Surgeons’ Early Outcomes","year":2024,"lang":"en","type":"article","venue":"JAMA Surgery","topic":"Aortic aneurysm repair treatments","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Sunnybrook Health Science Centre","funders":"","keywords":"Milestone; Medicine; Graduate medical education; Accreditation; Competence (human resources); Patient safety; Quality management; Family medicine; Emergency medicine; Medical education; Health care","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002983267,0.0001860634,0.0001809686,0.001113592,0.0002575952,0.0005018823,0.0004501733,0.0002875551,0.002109224],"category_scores_gemma":[0.01529125,0.0001220338,0.0003229364,0.001144508,0.0003330545,0.0005040118,0.0008658041,0.0006826564,0.0002493133],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005315525,"about_ca_system_score_gemma":0.0009521309,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005150731,"about_ca_topic_score_gemma":0.007264473,"domain_scores_codex":[0.9984115,0.000443728,0.0002376729,0.0002025922,0.00045037,0.0002540186],"domain_scores_gemma":[0.9802796,0.00300313,0.01178044,0.00069186,0.001907303,0.002337866],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002169273,0.00002087897,0.9979819,0.000007152234,0.00001351544,0.000004699958,0.00003165311,0.00007007663,0.00001941863,0.00001171915,0.0002545688,0.001562707],"study_design_scores_gemma":[0.000002495252,0.00003292083,0.9995542,0.000007167835,0.000003739439,0.00002089518,0.00003714755,0.0001333817,0.00002678467,0.000009266009,0.0001700077,0.000001951876],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965832,0.0002242102,0.0004663726,0.0003333692,0.00001686742,0.00002201546,0.001145932,0.00001339062,0.001194737],"genre_scores_gemma":[0.998736,0.00004790437,0.0001769428,0.0000262846,0.00001937967,0.00001620188,0.0008067044,0.000003466883,0.0001671654],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005150731,"threshold_uncertainty_score":0.01577723,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1412067317612227,"score_gpt":0.3361470084572437,"score_spread":0.194940276696021,"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."}}