{"id":"W1970009268","doi":"10.1002/cncr.21888","title":"Volume and process of care in high‐risk cancer surgery","year":2006,"lang":"en","type":"article","venue":"Cancer","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":224,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute for Clinical Evaluative Sciences; University of Toronto","funders":"National Cancer Institute","keywords":"Medicine; Current Procedural Terminology; Odds ratio; Confidence interval; Perioperative; Cancer; Emergency medicine; Surgery; Internal medicine","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":[0.001637309,0.0001554422,0.0001375248,0.0009942093,0.0003275521,0.001055288,0.0003687267,0.0002971839,0.0007982487],"category_scores_gemma":[0.01196088,0.0001287468,0.0003471771,0.001142634,0.0005286051,0.0006263527,0.0008616606,0.0005914067,0.00006565951],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008967428,"about_ca_system_score_gemma":0.0008541022,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003209557,"about_ca_topic_score_gemma":0.002472924,"domain_scores_codex":[0.9985595,0.000652744,0.0001378326,0.0001412215,0.0003728743,0.0001358696],"domain_scores_gemma":[0.981375,0.006294777,0.01006421,0.0002606735,0.0006478346,0.001357421],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003492738,0.00003313975,0.997773,0.00001557371,0.00002911379,0.00002072689,0.0001123278,0.0002390809,0.00003463678,0.00007593863,0.00004233782,0.001589148],"study_design_scores_gemma":[0.000006421785,0.00006580845,0.9981154,0.00001931863,0.00001485333,0.0001128525,0.0002076217,0.0009073675,0.00006635901,0.000324508,0.0001551834,0.000004242291],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984961,0.0006127204,0.0002666889,0.0002470043,0.000005093331,0.000009734473,0.00005735367,0.000003572397,0.0003017503],"genre_scores_gemma":[0.999602,0.0001434189,0.0001371533,0.00001648542,0.00001184536,0.000005088727,0.00006803027,9.412751e-7,0.00001503579],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003209557,"threshold_uncertainty_score":0.008659005,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01688633318485947,"score_gpt":0.3504461628612112,"score_spread":0.3335598296763517,"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."}}