{"id":"W2963938697","doi":"10.14309/ajg.0000000000000326","title":"Combined Hepatocellular Cholangiocarcinoma: A Population-Based Retrospective Study","year":2019,"lang":"en","type":"article","venue":"The American Journal of Gastroenterology","topic":"Cholangiocarcinoma and Gallbladder Cancer Studies","field":"Medicine","cited_by":69,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Medicine; Incidence (geometry); Hepatocellular carcinoma; Hazard ratio; Internal medicine; Confidence interval; Epidemiology; Gastroenterology; Stage (stratigraphy); Cancer registry; Retrospective cohort study; Population; Surgery","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":[0.0004146797,0.0001727182,0.0008884401,0.0001815117,0.00006445455,0.00001272887,0.0002180879,0.00001699502,0.00005475068],"category_scores_gemma":[0.00003884768,0.0001095541,0.0002624393,0.0002194169,0.0001505602,0.0000476452,0.00004957614,0.0003722758,0.00001589652],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001551511,"about_ca_system_score_gemma":0.00005795029,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001722122,"about_ca_topic_score_gemma":0.0000245879,"domain_scores_codex":[0.9985076,0.0002437066,0.0004345507,0.0001827253,0.0003419276,0.0002894954],"domain_scores_gemma":[0.9986108,0.00005841794,0.0006257861,0.0003708686,0.0002324358,0.0001016677],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01214188,0.000345865,0.9859537,0.000006609316,0.0004436616,0.0001062095,0.0004552481,0.00002121418,0.0002328614,0.000005964533,0.0001766227,0.000110148],"study_design_scores_gemma":[0.00449436,0.04168331,0.951768,0.00002334087,0.0002820303,0.0002687182,0.001262745,0.0001033049,0.00001727932,0.00002324614,0.00001853381,0.00005510366],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963284,0.00009780344,0.00008160607,0.002717519,0.0002539654,0.0004337043,0.000002855041,0.00001455389,0.00006957559],"genre_scores_gemma":[0.997893,0.000005249165,0.0001278744,0.001716078,0.0001784954,0.000007446249,0.000003044803,0.00002224327,0.00004656713],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04133745,"threshold_uncertainty_score":0.4467486,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009348225632067601,"score_gpt":0.2483078500909075,"score_spread":0.2389596244588399,"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."}}