{"id":"W4389784187","doi":"10.1097/xcs.0000000000000125","title":"Artificial Intelligence in Surgical Education: Consensus Has Been Reached, What’s Next?","year":2022,"lang":"en","type":"letter","venue":"Journal of the American College of Surgeons","topic":"Artificial Intelligence in Healthcare and Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"Medicine; Tel aviv; Tripod (photography); Nothing; Artificial intelligence; Library science; Epistemology","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":[0.02278814,0.0006132103,0.001905822,0.00138118,0.00510682,0.008915895,0.002871815,0.0469734,0.01841021],"category_scores_gemma":[0.09129537,0.0005580654,0.001474078,0.001219814,0.006403733,0.01210641,0.00433871,0.06959525,0.01015409],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008206534,"about_ca_system_score_gemma":0.01530041,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005325611,"about_ca_topic_score_gemma":0.01084211,"domain_scores_codex":[0.984688,0.006351466,0.001962182,0.0009464856,0.004684103,0.001367769],"domain_scores_gemma":[0.8805118,0.06956441,0.003232762,0.002542273,0.02806714,0.01608163],"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":[0.00003224782,0.00003110048,0.0002706896,0.0001941812,0.00001176703,0.0003903419,0.000129583,0.0000626923,0.00006523756,0.006684755,0.9620566,0.03007081],"study_design_scores_gemma":[0.00008324354,0.00004613281,0.0007976354,0.002782594,0.00002212155,0.001026348,0.001128186,0.0004426192,0.0001070906,0.04000783,0.953495,0.00006127478],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00002865505,0.001383437,0.00004420651,0.9936484,0.004344566,0.000002090115,0.000005140974,0.000003456655,0.0005401225],"genre_scores_gemma":[0.002613558,0.006833124,0.0005284614,0.9620962,0.02475427,0.00002881035,0.00003412616,0.00002594306,0.003085588],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.0469734,"threshold_uncertainty_score":0.1205167,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1540356717209743,"score_gpt":0.3852565290157928,"score_spread":0.2312208572948186,"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."}}