{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001350293,0.000166798,0.0003825889,0.0001334073,0.00007853955,0.0000744748,0.00002980939,0.0001388155,0.00009631213],"category_scores_gemma":[0.006338815,0.000135389,0.0001654434,0.0001685465,0.00008165545,0.0001892206,0.00001575893,0.000163639,0.00002067414],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001580937,"about_ca_system_score_gemma":0.003954355,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001973725,"about_ca_topic_score_gemma":0.00001242516,"domain_scores_codex":[0.9981681,0.00004386992,0.0004271892,0.0003274074,0.0007827961,0.0002505997],"domain_scores_gemma":[0.997149,0.002124929,0.00007814516,0.0001508339,0.0002566005,0.0002404737],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001839943,0.000253163,0.4612148,0.0006066796,0.0003295329,0.0003078455,0.005093527,2.002968e-7,0.0001314983,0.0003562635,0.1716137,0.3599088],"study_design_scores_gemma":[0.0009402283,0.0001424202,0.9771112,0.000975373,0.0003786632,0.0004413496,0.001103254,0.002096712,0.00009939817,0.0005573689,0.01588809,0.00026597],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9843986,0.0006482212,0.0002819796,0.01232271,0.001227328,0.0004125482,0.00001322446,0.0002186412,0.0004767523],"genre_scores_gemma":[0.9947008,0.00009441121,0.0008311506,0.001109899,0.0003080303,0.0002157492,0.0001235039,0.00003968885,0.00257671],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5158964,"threshold_uncertainty_score":0.7588611,"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."}}