{"id":"W4406237920","doi":"10.1016/j.surg.2024.109114","title":"Impact of resection margin status on recurrence and survival in patients with resectable, borderline resectable, and locally advanced pancreatic cancer","year":2025,"lang":"en","type":"article","venue":"Surgery","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"Pancreas Centre (Canada)","funders":"Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; National Science Foundation","keywords":"Medicine; Resection; Pancreatic cancer; Overall survival; Margin (machine learning); Resection margin; Cancer; General surgery; Surgery; Oncology; 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":[0.000726703,0.0001773717,0.0007866764,0.0005468046,0.00006332463,0.00001146871,0.00003892086,0.0001108156,0.00006995053],"category_scores_gemma":[0.001216033,0.0001284861,0.00004024373,0.0008491809,0.0002135586,0.0001030025,0.00004682787,0.0003307179,6.617957e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002652931,"about_ca_system_score_gemma":0.001145134,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004203225,"about_ca_topic_score_gemma":0.001719584,"domain_scores_codex":[0.9982131,0.0002179617,0.0003780434,0.0003624885,0.0003521267,0.000476245],"domain_scores_gemma":[0.9978088,0.001360165,0.0001078805,0.0002652153,0.0003064044,0.0001515412],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01674534,0.0002937398,0.9665156,0.0003864077,0.0001442199,0.00001489903,0.000063386,0.00002267336,0.0000890641,0.00002404627,0.0004766345,0.01522401],"study_design_scores_gemma":[0.00370971,0.001584862,0.9921411,0.001830658,0.0000586048,0.000001379886,0.00005837053,0.0002940134,0.00006395392,0.00006924568,0.00008214884,0.0001059204],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955152,0.001506375,0.0000273494,0.0001565615,0.00008770791,0.0006446123,0.00004873868,0.00001321201,0.0020003],"genre_scores_gemma":[0.9955794,0.003372849,0.000157059,0.00003031478,0.00001937134,0.00007692693,0.00003924928,0.00001529206,0.0007095956],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02562555,"threshold_uncertainty_score":0.6354047,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01728270963650403,"score_gpt":0.3434169044158468,"score_spread":0.3261341947793428,"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."}}