{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001094638,0.00006464963,0.0003726621,0.00008579173,0.00002279195,0.00000217197,0.0000270053,0.00007185599,0.0004338372],"category_scores_gemma":[0.0000495229,0.00005262609,0.00002447958,0.000159695,0.0001246865,0.00002719787,0.00001161046,0.0001186548,0.000002819077],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000127856,"about_ca_system_score_gemma":0.0005567033,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01503899,"about_ca_topic_score_gemma":0.004492106,"domain_scores_codex":[0.9993523,0.00002651464,0.0001727095,0.0001404566,0.0001332516,0.0001747793],"domain_scores_gemma":[0.9995975,0.00007614232,0.00005722034,0.00009411803,0.0001267733,0.00004824661],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001617713,0.00002865385,0.9867134,0.0004611081,0.0000190041,0.00001528057,0.0003734588,0.00001707075,0.000084468,0.00001321438,0.002668833,0.00944374],"study_design_scores_gemma":[0.0007586823,0.00005124002,0.9961359,0.0002634053,0.00007332596,0.000002307938,0.0002275501,0.0001585157,0.0005369235,0.00008952969,0.001648225,0.00005438292],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9815426,0.01639846,0.00000492542,0.0004047496,0.0000648721,0.0001893321,0.00003757425,0.000008455751,0.001349067],"genre_scores_gemma":[0.9954305,0.002760518,0.00004131253,0.00005784847,0.0001551385,0.0001379572,0.000008725068,0.000009355629,0.001398652],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01388793,"threshold_uncertainty_score":0.9915199,"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."}}