{"id":"W2727650051","doi":"10.1016/j.dld.2017.06.012","title":"A preoperative score to predict early death after pancreatic cancer resection","year":2017,"lang":"en","type":"article","venue":"Digestive and Liver Disease","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":41,"is_retracted":false,"has_abstract":false,"ca_institutions":"Pancreas Centre (Canada)","funders":"Associazione Italiana per la Ricerca sul Cancro","keywords":"Medicine; Cohort; Pancreatic ductal adenocarcinoma; Internal medicine; Receiver operating characteristic; Comorbidity; Cancer; Surgery; Pancreatic cancer","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":[0.0001152083,0.0001532748,0.0002985582,0.00008054984,0.0003760367,0.00008411749,0.00008827198,0.00006001511,0.0002805644],"category_scores_gemma":[0.0004226502,0.0001160685,0.00005297968,0.0000458933,0.0002176976,0.0002012964,0.0001143159,0.0001584548,0.00006227271],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008938088,"about_ca_system_score_gemma":0.0003040968,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001719709,"about_ca_topic_score_gemma":0.0001666604,"domain_scores_codex":[0.9989311,0.00006450005,0.0001228089,0.0003585307,0.0002390667,0.0002839691],"domain_scores_gemma":[0.9985913,0.00007305132,0.00004713939,0.0003746972,0.0001939128,0.0007198976],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004466173,0.0001272268,0.9918136,0.00011689,0.000157068,0.0004431381,0.00111337,5.753518e-7,0.00005055376,0.0001029281,0.0003625552,0.001245898],"study_design_scores_gemma":[0.001107257,0.000761172,0.9961599,0.0005785237,0.0005559784,0.000006131333,0.0000494262,0.0002527198,0.00004737639,0.00007334793,0.0002842157,0.0001239587],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9927633,0.001690143,0.00005949263,0.0009759339,0.00005445491,0.001012429,0.0001080503,0.00002471151,0.003311443],"genre_scores_gemma":[0.991437,0.0006183252,0.000103861,0.0003804938,0.0002409839,0.0006817689,0.00001074621,0.00001605138,0.006510759],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00434627,"threshold_uncertainty_score":0.4733136,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0430373850516327,"score_gpt":0.3482991300500345,"score_spread":0.3052617449984019,"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."}}