{"id":"W4391755866","doi":"10.1245/s10434-024-15013-5","title":"Early Onset Intrahepatic Cholangiocarcinoma: Clinical Characteristics, Oncological Outcomes, and Genomic/Transcriptomic Features","year":2024,"lang":"en","type":"article","venue":"Annals of Surgical Oncology","topic":"Cholangiocarcinoma and Gallbladder Cancer Studies","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Intrahepatic Cholangiocarcinoma; Medicine; Cohort; Surgical oncology; Internal medicine; CDKN2A; Oncology; Cancer; Transcriptome; Gastroenterology; Gene; Biology","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":[0.0008023574,0.0002992634,0.001462563,0.0001776262,0.00006759537,0.00003588633,0.0001427899,0.0004313065,0.0001557982],"category_scores_gemma":[0.00009346408,0.000214897,0.0005179661,0.000175296,0.0006524047,0.00008011877,0.0001290596,0.0007528521,0.00005466925],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006293149,"about_ca_system_score_gemma":0.000277617,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001146304,"about_ca_topic_score_gemma":0.00002713018,"domain_scores_codex":[0.9975712,0.00021904,0.0009207622,0.0005789615,0.0002399142,0.0004701762],"domain_scores_gemma":[0.9980347,0.001074253,0.0001237948,0.0002738727,0.0001420771,0.0003513051],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00160289,0.0006607806,0.8611618,0.0002972363,0.001010848,0.00418378,0.0006308684,5.66695e-8,0.0001889249,0.001140174,0.02610872,0.103014],"study_design_scores_gemma":[0.001434396,0.002308454,0.8032526,0.00008814436,0.000264571,0.000573728,0.00004498866,0.00001255401,0.00004693533,0.0002016931,0.1916019,0.0001699959],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9541163,0.01200317,0.000004895448,0.02775006,0.0008622418,0.0003787537,0.00008398962,0.000103138,0.004697469],"genre_scores_gemma":[0.9832995,0.01349007,0.0001599203,0.001825892,0.0005308997,0.00003106024,0.00004248695,0.00003079678,0.0005893966],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1654932,"threshold_uncertainty_score":0.8763246,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08474093261457946,"score_gpt":0.3991867256338319,"score_spread":0.3144457930192525,"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."}}