{"id":"W2087350855","doi":"10.2147/clep.s37357","title":"Gallbladder cancer: epidemiology and outcome","year":2014,"lang":"en","type":"review","venue":"Clinical Epidemiology","topic":"Cholangiocarcinoma and Gallbladder Cancer Studies","field":"Medicine","cited_by":1063,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Gallbladder cancer; Malignancy; Gallbladder; Cholecystectomy; Cancer; Gallstones; Dysplasia; Epidemiology; Internal medicine; Biliary tract; Carcinoma; Gastroenterology","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":[0.0005398387,0.0002929321,0.0005842914,0.002159581,0.0002825005,0.0009949603,0.0002960229,0.0004951702,0.003028229],"category_scores_gemma":[0.003102827,0.000153955,0.0005894048,0.004972075,0.0003554396,0.0006375818,0.0008328406,0.0008059726,0.0006024393],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007621021,"about_ca_system_score_gemma":0.0008267502,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00546015,"about_ca_topic_score_gemma":0.003447003,"domain_scores_codex":[0.9993643,0.0001317433,0.0001236961,0.0001258874,0.000138598,0.0001158005],"domain_scores_gemma":[0.9990514,0.000148439,0.0004650548,0.00003992367,0.0001749096,0.0001201973],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004239114,0.00007251315,0.8030288,0.007115818,0.0009751604,0.001169873,0.000649524,0.0007069622,0.0003519739,0.00235337,0.03217861,0.1509734],"study_design_scores_gemma":[0.00002992493,0.0001499908,0.9316299,0.004881302,0.000488468,0.00825357,0.001380764,0.0003363938,0.0001138272,0.002905683,0.04978042,0.00004974722],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.157374,0.8030086,0.0009035098,0.006360798,0.0006492414,0.000107222,0.01273311,0.0001247863,0.01873888],"genre_scores_gemma":[0.588545,0.3988775,0.0004198736,0.00108205,0.0007673257,0.0001038906,0.008392881,0.00003865459,0.001772873],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.00546015,"threshold_uncertainty_score":0.01085675,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5159708001379594,"score_gpt":0.5842238537031021,"score_spread":0.06825305356514277,"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."}}