{"id":"W2114139737","doi":"10.1097/01.sla.0000154118.07704.ef","title":"An Aggressive Surgical Approach Leads to Improved Survival in Patients With Gallbladder Cancer","year":2005,"lang":"en","type":"article","venue":"Annals of Surgery","topic":"Cholangiocarcinoma and Gallbladder Cancer Studies","field":"Medicine","cited_by":245,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; University of Toronto","funders":"","keywords":"Medicine; Gallbladder cancer; Gallbladder; Cancer; General surgery; Cholecystectomy; Surgery; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003647279,0.000149587,0.0001490136,0.0003583133,0.0002006163,0.0002747293,0.0001117092,0.0002549318,0.000871893],"category_scores_gemma":[0.001999281,0.0000842219,0.0001926132,0.0003959831,0.0003147214,0.0002840258,0.0002549624,0.0002696444,0.0001245281],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001154824,"about_ca_system_score_gemma":0.0002347259,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004897157,"about_ca_topic_score_gemma":0.001190944,"domain_scores_codex":[0.9998267,0.00004729012,0.00002087484,0.00002410722,0.00004598064,0.00003505908],"domain_scores_gemma":[0.9990824,0.000177514,0.0005185917,0.00002298163,0.00005792963,0.0001405536],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001976465,0.00002910969,0.9912377,0.00003081833,0.00003077629,0.0004931388,0.00005969641,0.00009483926,0.001655657,0.00001350827,0.0001431766,0.006013811],"study_design_scores_gemma":[0.00001293621,0.0003087473,0.9962777,0.00001612725,0.00002623309,0.002602096,0.0001391896,0.0001096363,0.000185834,0.00002067646,0.0002971053,0.000003585906],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984124,0.001070007,0.00009030662,0.0001004793,0.00001064163,0.000003146463,0.00003818123,0.000004447341,0.0002704264],"genre_scores_gemma":[0.9991911,0.0004432492,0.0001348309,0.00004956047,0.00003792624,0.000003039867,0.0000763514,0.000001181997,0.00006280201],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.000871893,"threshold_uncertainty_score":0.002916813,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09956033734832472,"score_gpt":0.3392245011272868,"score_spread":0.2396641637789621,"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."}}