{"id":"W4313340020","doi":"10.1016/j.surg.2022.11.015","title":"A dynamic analysis of empirical survival outcomes after pancreatectomy for pancreatic ductal adenocarcinoma","year":2022,"lang":"en","type":"article","venue":"Surgery","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"Pancreas Centre (Canada)","funders":"Ministero della Salute","keywords":"Medicine; Censoring (clinical trials); Pancreatic ductal adenocarcinoma; Pancreatectomy; Survival analysis; Population; Pathological; Internal medicine; Cohort; Adenocarcinoma; Survival rate; Pancreatic cancer; Oncology; Surgery; Pancreas; Cancer; Pathology","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":[0.002938564,0.0002388171,0.0004076528,0.001437852,0.0002973668,0.001552564,0.0007606666,0.0004766308,0.0025491],"category_scores_gemma":[0.02867387,0.0001689985,0.0008474895,0.001745074,0.0005688128,0.00157278,0.0009963504,0.0009353008,0.0002502066],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009891575,"about_ca_system_score_gemma":0.0008680683,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00448642,"about_ca_topic_score_gemma":0.004355363,"domain_scores_codex":[0.9990644,0.0003803674,0.0000796092,0.0001866045,0.0001393135,0.000149775],"domain_scores_gemma":[0.9777017,0.01542148,0.0038248,0.001466943,0.0008373405,0.0007477205],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006817613,0.0001329695,0.9734905,0.00003972939,0.000323935,0.0001100343,0.000141422,0.01055513,0.0002517938,0.001244231,0.0006168853,0.01241142],"study_design_scores_gemma":[0.00003131044,0.0003369934,0.9534963,0.00003601809,0.000166303,0.0003439338,0.0005586719,0.04032491,0.0003161784,0.00310822,0.001260563,0.00002063099],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964862,0.0003289325,0.001001474,0.0003467754,0.000008790045,0.00000781618,0.001093334,0.00001812498,0.0007085659],"genre_scores_gemma":[0.9984869,0.00006489238,0.0001839422,0.00001479369,0.00001284061,0.00000603225,0.001016056,0.000009089793,0.0002053558],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00448642,"threshold_uncertainty_score":0.01554084,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05022597151706792,"score_gpt":0.3732892151218698,"score_spread":0.3230632436048019,"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."}}