{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004642865,0.0004577704,0.0003586947,0.00104775,0.0002826936,0.0007945782,0.0002685991,0.0006262043,0.001506045],"category_scores_gemma":[0.003001882,0.0001516833,0.0004849071,0.0006996902,0.0004243062,0.00063212,0.0005149122,0.0007939126,0.0002890682],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000397411,"about_ca_system_score_gemma":0.0005950028,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008068667,"about_ca_topic_score_gemma":0.001673293,"domain_scores_codex":[0.9997533,0.00006845347,0.00004227814,0.00002446727,0.00004647378,0.0000650414],"domain_scores_gemma":[0.9973621,0.0007353752,0.0006625121,0.0001046132,0.0002785232,0.000856938],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004016709,0.00005916234,0.9956477,0.00001164409,0.00005052254,0.00007545561,0.00001877086,0.0001789341,0.0002633838,0.00002352101,0.0002060401,0.003063132],"study_design_scores_gemma":[0.00003186907,0.0005794925,0.9955865,0.00001754123,0.0001190818,0.0005262549,0.000212666,0.002036122,0.0003469917,0.0002076387,0.0003196244,0.00001612462],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977163,0.0004114037,0.0002493029,0.0001738169,0.00005648553,0.000007894732,0.000201092,0.00001224739,0.00117141],"genre_scores_gemma":[0.9991109,0.00009458839,0.0001677525,0.00002602332,0.00003335437,0.000004444769,0.0003660537,0.00000220214,0.0001947064],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001506045,"threshold_uncertainty_score":0.005038202,"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."}}