{"id":"W4416239640","doi":"10.1111/liv.70428","title":"Durvalumab in Advanced Biliary Tract Cancer: Real‐World Data From a Large Cohort of Patients Across Multiple International Centers","year":2025,"lang":"en","type":"article","venue":"Liver International","topic":"Cholangiocarcinoma and Gallbladder Cancer Studies","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre","funders":"Dipartimento di Medicina Sperimentale e Clinica, Università degli Studi di Firenze; College of Medicine, Seoul National University; Seoul National University Bundang Hospital; Istituto Oncologico Veneto; Università degli Studi di Firenze; Seoul National University; Medizinischen Hochschule Hannover","keywords":"Durvalumab; Gemcitabine; Cohort; Biliary tract cancer; Biliary tract; Cisplatin; Cohort study","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":[0.0001380881,0.0001528802,0.0003082923,0.0002093141,0.000036978,0.00001834723,0.0005284299,0.00003941124,0.0003132831],"category_scores_gemma":[0.000146727,0.0001490099,0.00008608934,0.0002073533,0.00007999974,0.0002576672,0.0005044841,0.0001848221,0.000008647912],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003643844,"about_ca_system_score_gemma":0.00009687526,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.009537508,"about_ca_topic_score_gemma":0.0207946,"domain_scores_codex":[0.9984193,0.00002618214,0.0004218647,0.0004700869,0.0004523822,0.0002101986],"domain_scores_gemma":[0.9990295,0.0001427201,0.0001567328,0.0003893898,0.0002375625,0.00004408225],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009238319,0.000707654,0.984551,0.00002731236,0.0005408223,0.00002282223,0.0004821813,0.000009469353,0.0001210861,0.00004776818,0.004770087,0.007796008],"study_design_scores_gemma":[0.005570833,0.0000278914,0.971042,0.0002953639,0.00005615749,4.668944e-7,0.000218865,0.002600275,0.0002556943,0.00001676692,0.0198115,0.0001041497],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9846275,0.0004329213,0.00004786735,0.0009424969,0.001888381,0.000344281,0.006325456,0.0000267423,0.005364313],"genre_scores_gemma":[0.9932214,0.001026655,0.0002856173,0.0004886852,0.0001562369,0.00005034905,0.003271018,0.0000129158,0.001487129],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01504141,"threshold_uncertainty_score":0.9970734,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02994125604763867,"score_gpt":0.3495559137136228,"score_spread":0.3196146576659842,"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."}}