{"id":"W4386860861","doi":"10.1001/jamanetworkopen.2023.34658","title":"AI in Surgical Curriculum Design and Unintended Outcomes for Technical Competencies in Simulation Training","year":2023,"lang":"en","type":"article","venue":"JAMA Network Open","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":72,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; McGill University Health Centre; Montreal Neurological Institute and Hospital","funders":"Montreal Neurological Institute and Hospital; Brain Tumour Research; King Fahad Medical City; Brain Tumour Foundation of Canada; Royal College of Physicians and Surgeons of Canada","keywords":"Curriculum; Cohort; Medical education; Medicine; TUTOR; Intervention (counseling); Cohort study; Randomized controlled trial; Physical therapy; Family medicine; Psychology; Nursing; Surgery; Mathematics education","routes":{"ca_aff":true,"ca_fund":true,"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":[0.01193054,0.000417622,0.000323517,0.0003216867,0.0003973386,0.001079704,0.0006802466,0.0008002586,0.002501521],"category_scores_gemma":[0.03492099,0.0002965955,0.000811799,0.0002517949,0.0007765656,0.001071794,0.001235659,0.001063976,0.0002619317],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009236205,"about_ca_system_score_gemma":0.001837175,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001127955,"about_ca_topic_score_gemma":0.001716582,"domain_scores_codex":[0.993389,0.003208502,0.0005690731,0.0006757663,0.00151795,0.0006396596],"domain_scores_gemma":[0.9805571,0.00992713,0.005665467,0.001190667,0.0009118696,0.001747777],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.02670357,0.0162784,0.8553903,0.0006515435,0.0009178568,0.0001353759,0.002368242,0.002038229,0.001848622,0.0005621355,0.0006310623,0.09247462],"study_design_scores_gemma":[0.001616818,0.05535414,0.9336713,0.0003124817,0.0004392959,0.0001552976,0.000938077,0.002553554,0.00283078,0.0006213019,0.001462592,0.00004444322],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987053,0.0002261391,0.0003678664,0.00009836793,0.00002992748,0.0001362559,0.00004689862,0.000005262778,0.000384099],"genre_scores_gemma":[0.9986649,0.00007130814,0.0005551935,0.0000505461,0.00001661501,0.0002150625,0.00005155301,0.000002158225,0.0003726497],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01193054,"threshold_uncertainty_score":0.06309551,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.114568741970195,"score_gpt":0.3916619038070688,"score_spread":0.2770931618368738,"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."}}