{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006619089,0.0001313135,0.001187952,0.0002256906,0.00005003409,0.000002235265,0.000237656,0.00005431307,0.0000974354],"category_scores_gemma":[0.0005587434,0.00008074808,0.0004967255,0.0004276042,0.0005760471,0.00006190385,0.00006056716,0.0002298953,0.000001125268],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001073836,"about_ca_system_score_gemma":0.0008475161,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007308707,"about_ca_topic_score_gemma":0.00005812564,"domain_scores_codex":[0.9982542,0.0001329409,0.0007522355,0.0001052744,0.0004941313,0.0002612293],"domain_scores_gemma":[0.9972288,0.000738441,0.0009521097,0.0003341673,0.0005763781,0.0001701233],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002257601,0.0003069811,0.9765763,0.0001025044,0.0005489449,0.00003833328,0.0001557095,0.00001084761,0.002762418,0.00004733793,0.01669705,0.0004959733],"study_design_scores_gemma":[0.002399043,0.0018021,0.9732273,0.0002650577,0.001001891,0.0005589047,0.0008898084,0.0002457758,0.004092916,0.00006460529,0.01535731,0.00009529124],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9921896,0.0004161466,0.0001232245,0.006182211,0.0001035637,0.0004011937,0.0001640065,0.000003716763,0.0004162657],"genre_scores_gemma":[0.9922441,0.0001298308,0.006167073,0.0001886502,0.0002276121,0.00001544158,0.000001010324,0.00001924641,0.001007022],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006043849,"threshold_uncertainty_score":0.3292811,"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."}}