{"id":"W2765253206","doi":"10.1097/sla.0000000000002557","title":"The Impact of Positive Resection Margins on Survival and Recurrence Following Resection and Adjuvant Chemotherapy for Pancreatic Ductal Adenocarcinoma","year":2017,"lang":"en","type":"article","venue":"Annals of Surgery","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":255,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"National Institute for Health and Care Research; Cancer Research UK","keywords":"Medicine; Resection margin; Pancreatic cancer; Lymph node; Pancreatectomy; Confidence interval; Surgery; Adjuvant therapy; Adenocarcinoma; Chemotherapy; Cancer; Resection; Internal medicine","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":[0.001629216,0.000106608,0.0005243128,0.0001084942,0.0003483712,0.00002377305,0.00005683694,0.00008098526,0.000004978338],"category_scores_gemma":[0.001630537,0.00006898797,0.000187249,0.00005694843,0.0002916667,0.0001054969,0.00002713029,0.0001191642,3.593515e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002363532,"about_ca_system_score_gemma":0.0001493621,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007455424,"about_ca_topic_score_gemma":0.0000341031,"domain_scores_codex":[0.9990162,0.00009903025,0.0002545038,0.0001852278,0.0002080425,0.0002369565],"domain_scores_gemma":[0.9975247,0.001665683,0.0002285407,0.0002886488,0.0002142713,0.00007815255],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005356823,0.00008286595,0.9810337,0.00009097529,0.0004146666,0.00001139743,0.0001909782,1.613962e-7,0.001996538,0.00006253669,0.00112027,0.009639051],"study_design_scores_gemma":[0.0007574603,0.001606073,0.9930255,0.0004124533,0.00005939315,0.00002354882,0.0001905513,0.0002739088,0.003183285,0.0003954527,0.00001330761,0.00005904845],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954881,0.001665166,0.00001742096,0.001651009,0.0001204693,0.0004046247,0.00001970151,0.000004418871,0.0006290787],"genre_scores_gemma":[0.9953853,0.004248248,0.00003197033,0.00001794165,0.00009979399,0.00002341754,0.000008121683,0.00001146357,0.0001737514],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01199178,"threshold_uncertainty_score":0.2813248,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2117259417907556,"score_gpt":0.4426446028906827,"score_spread":0.2309186610999271,"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."}}