{"id":"W2161968658","doi":"10.1016/j.jamcollsurg.2005.08.002","title":"Predictors of Failure after Pancreaticoduodenectomy for Ampullary Carcinoma","year":2005,"lang":"en","type":"article","venue":"Journal of the American College of Surgeons","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":102,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network","funders":"","keywords":"Medicine; Pancreaticoduodenectomy; Stage (stratigraphy); Univariate analysis; T-stage; Survival analysis; Multivariate analysis; Jaundice; Surgery; Proportional hazards model; Internal medicine; Carcinoma; Log-rank test; Gastroenterology; Cancer; Resection","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":[0.00074146,0.0003004029,0.0004614176,0.0007025308,0.0004564734,0.0005423193,0.0003587703,0.0005350836,0.001255886],"category_scores_gemma":[0.005597325,0.0001800064,0.00036662,0.0006361521,0.0004767251,0.000420097,0.0003955844,0.0005951058,0.0002748899],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003144281,"about_ca_system_score_gemma":0.0004081112,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001167318,"about_ca_topic_score_gemma":0.001387727,"domain_scores_codex":[0.999545,0.0001193341,0.00007240557,0.0000508995,0.0001106991,0.0001016083],"domain_scores_gemma":[0.9933633,0.003174342,0.001971492,0.0001196858,0.0003886949,0.0009825418],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009738407,0.00001005214,0.9981831,0.000007751554,0.00001470566,0.0002978972,0.0000209788,0.00009858896,0.00008357041,0.000002591866,0.00005088625,0.001132529],"study_design_scores_gemma":[0.000009091322,0.0002341541,0.9933222,0.00001521987,0.00003681883,0.005298131,0.0001480672,0.0005203414,0.0001732926,0.00002409582,0.0002115236,0.000007206918],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987192,0.0009088494,0.00008398612,0.0000439925,0.000005317078,0.000003807737,0.00006638186,0.000004934679,0.0001634503],"genre_scores_gemma":[0.9995849,0.0001354935,0.00005123059,0.00001216753,0.0000144494,0.000004657853,0.0001582222,0.000002153871,0.00003677961],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001255886,"threshold_uncertainty_score":0.004201412,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01333096152114707,"score_gpt":0.2847240425757315,"score_spread":0.2713930810545844,"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."}}