{"id":"W4411301117","doi":"10.1245/s10434-025-17587-0","title":"Variations in Outcomes of Surgical Oncology Fellowship Graduates Performing Hepatopancreatic Surgery in the United States Based on Fellowship Training Program","year":2025,"lang":"en","type":"article","venue":"Annals of Surgical Oncology","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Surgical oncology; Medicine; General surgery; Oncology","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":[],"consensus_categories":[],"category_scores_codex":[0.000985226,0.0001558946,0.0001428546,0.001020834,0.0002990815,0.0003811649,0.0003959921,0.0002623816,0.001765496],"category_scores_gemma":[0.004579847,0.0001273568,0.0002731721,0.001219478,0.0003301062,0.0004747147,0.0009959532,0.000478094,0.0001578159],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000858458,"about_ca_system_score_gemma":0.001175914,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02589814,"about_ca_topic_score_gemma":0.04728119,"domain_scores_codex":[0.9992911,0.0001059376,0.0001049463,0.0001409463,0.0001525286,0.0002045827],"domain_scores_gemma":[0.9956872,0.0004048895,0.0023562,0.0001116836,0.0005140895,0.0009259433],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002168318,0.00001325781,0.9976664,0.00001139413,0.00001391203,0.00001862641,0.00005639637,0.00006187046,0.00004339994,0.00002866849,0.0004570187,0.001607493],"study_design_scores_gemma":[0.000001557362,0.00001505319,0.9994522,0.00001464837,0.000003955515,0.00005241558,0.0001440878,0.00009299858,0.0000178042,0.00001332812,0.0001903903,0.000001568807],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963349,0.0003617342,0.00009404301,0.000368533,0.00001574525,0.000009985601,0.001949895,0.000009195966,0.000855919],"genre_scores_gemma":[0.9980329,0.0002035387,0.00006537335,0.00004966323,0.00001157985,0.000009512515,0.001533967,0.00000225476,0.00009128031],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02589814,"threshold_uncertainty_score":0.05149478,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1751819276443187,"score_gpt":0.4311491814651242,"score_spread":0.2559672538208054,"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."}}