{"id":"W2337803909","doi":"10.1016/j.hpb.2016.03.058","title":"Surgical management of locally advanced pancreas cancer: the McGill experience","year":2016,"lang":"en","type":"article","venue":"HPB","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; McGill University Health Centre","funders":"","keywords":"Medicine; Surgery; Pancreas; Pancreatectomy; Radiology; Resection; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0005559187,0.000272561,0.0001516242,0.0004630958,0.001049195,0.00089429,0.000566143,0.0004949263,0.004277248],"category_scores_gemma":[0.00139524,0.000187324,0.0001888131,0.0005974652,0.0007470061,0.0005650879,0.001124746,0.0007203594,0.0003910342],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003643929,"about_ca_system_score_gemma":0.003328548,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06850552,"about_ca_topic_score_gemma":0.3062749,"domain_scores_codex":[0.9996649,0.00008555211,0.00001231185,0.00003116216,0.00008203811,0.0001241471],"domain_scores_gemma":[0.998888,0.0001312773,0.00009730518,0.00003361293,0.00006130889,0.0007886085],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001631455,0.001481353,0.5794127,0.0002788824,0.0001391732,0.05745089,0.007288813,0.001157996,0.01410333,0.005026413,0.05732033,0.2747087],"study_design_scores_gemma":[0.0002491364,0.002480294,0.7988092,0.0005091094,0.0001077347,0.07470001,0.01000917,0.001050656,0.00245072,0.001346966,0.1080819,0.0002049596],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9495721,0.007668688,0.0004236591,0.01449061,0.0002097012,0.0000537248,0.000294358,0.00002654318,0.0272606],"genre_scores_gemma":[0.988351,0.004015821,0.0006640705,0.002244721,0.0002381677,0.0000171981,0.0001227051,0.00002809357,0.004318252],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06850552,"threshold_uncertainty_score":0.1362135,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03579344539580067,"score_gpt":0.3700282834005331,"score_spread":0.3342348380047324,"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."}}