{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003070834,0.000352038,0.0006339944,0.0005904796,0.0003367559,0.001139714,0.0004343954,0.0003523234,0.0009138594],"category_scores_gemma":[0.004262454,0.000258894,0.0006369742,0.001363597,0.0005471642,0.0007142713,0.0007291652,0.0005328399,0.000193043],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000678026,"about_ca_system_score_gemma":0.0005630989,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001908558,"about_ca_topic_score_gemma":0.00260199,"domain_scores_codex":[0.9976658,0.001045808,0.0002873747,0.0004648245,0.0003522013,0.000184178],"domain_scores_gemma":[0.9934062,0.001418551,0.003474664,0.0008333853,0.0003359766,0.0005312982],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001432242,0.0001433794,0.9893249,0.00008112028,0.0005741375,0.0001554358,0.0001693986,0.0002040434,0.0004696677,0.00003623701,0.0004626427,0.00694679],"study_design_scores_gemma":[0.000544351,0.0008587615,0.9929271,0.00004017392,0.0005070023,0.001387527,0.0003196376,0.0005169068,0.0004278913,0.00005438788,0.002393819,0.0000224448],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978153,0.001192221,0.0001557808,0.0000830838,0.000006107946,0.0000251421,0.0004282908,0.000005313629,0.00028887],"genre_scores_gemma":[0.9980438,0.0005064942,0.0002383759,0.000102859,0.00002363241,0.00003187062,0.001007314,0.000004567187,0.00004105082],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003070834,"threshold_uncertainty_score":0.0162403,"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."}}