{"id":"W2134507192","doi":"10.1016/j.jamcollsurg.2008.02.031","title":"Surgery for Gallbladder Cancer: A Population-Based Analysis","year":2008,"lang":"en","type":"article","venue":"Journal of the American College of Surgeons","topic":"Cholangiocarcinoma and Gallbladder Cancer Studies","field":"Medicine","cited_by":120,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Lymphadenectomy; Gallbladder cancer; Surgery; Cholecystectomy; Stage (stratigraphy); Univariate analysis; Lymph node; Cancer; Gallbladder; Multivariate analysis; 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":[0.0003019763,0.0001358093,0.001114853,0.00047377,0.0001604561,0.000002755576,0.0001317512,0.00002381239,0.00004731944],"category_scores_gemma":[0.0002952494,0.00008890448,0.001517865,0.00163491,0.0002148138,0.00004546196,0.00002164018,0.0001251585,2.389881e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001267837,"about_ca_system_score_gemma":0.0007371211,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00131081,"about_ca_topic_score_gemma":0.0004756339,"domain_scores_codex":[0.9985503,0.00006184542,0.0006301614,0.0001205004,0.0004311571,0.0002060431],"domain_scores_gemma":[0.9971723,0.0007485348,0.001150158,0.0002697275,0.0005505211,0.0001087457],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006260686,0.0001195945,0.9639054,0.00003226253,0.002026563,0.00003542562,0.00005778163,0.0004060157,0.000132099,0.000006753951,0.03229178,0.0003602618],"study_design_scores_gemma":[0.0006057699,0.0001350532,0.9936244,0.00007664286,0.001987257,0.00008983142,0.0001755783,0.0002085165,0.0003666435,0.00001252903,0.002624575,0.00009314594],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9901648,0.0008861797,0.0002078374,0.00801392,0.0002689948,0.0001880694,0.0002001698,0.000006937802,0.0000631132],"genre_scores_gemma":[0.9980615,0.0002643719,0.0005410357,0.0006391681,0.0001418564,0.00001384835,0.000003613173,0.00001662677,0.0003179749],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02971906,"threshold_uncertainty_score":0.3625419,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03068044297732478,"score_gpt":0.2881186037607593,"score_spread":0.2574381607834346,"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."}}