{"id":"W4415935375","doi":"10.58931/cot.2025.2341","title":"First-line Treatment Selection for Advanced Unresectable Biliary Tract Cancer","year":2025,"lang":"","type":"article","venue":"Canadian oncology today.","topic":"Cholangiocarcinoma and Gallbladder Cancer Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"","keywords":"Biliary tract cancer; Biliary tract; Gallbladder cancer; Gallbladder; Cancer; Selection (genetic algorithm)","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":[0.0003444589,0.0001127282,0.000511997,0.0004893853,0.0004867715,0.0004981608,0.0002755554,0.0003003084,0.008672201],"category_scores_gemma":[0.001526479,0.00005978173,0.0004961184,0.0006533863,0.0001091187,0.0004080772,0.0001627127,0.0008036554,0.0008997031],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001556961,"about_ca_system_score_gemma":0.001163592,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006615193,"about_ca_topic_score_gemma":0.02589988,"domain_scores_codex":[0.9997954,0.00005154378,0.00002311249,0.0000285386,0.00005588822,0.00004554987],"domain_scores_gemma":[0.9993713,0.0001075089,0.0001350997,0.00002376802,0.0001225287,0.0002398407],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.007838077,0.001379414,0.1771047,0.00280477,0.0004808275,0.001375431,0.0005120159,0.0005344599,0.004471382,0.001665104,0.08266356,0.7191702],"study_design_scores_gemma":[0.001600784,0.00738531,0.6577595,0.003965732,0.001168928,0.007916151,0.001205438,0.0007724286,0.004592994,0.001545127,0.3120013,0.00008629378],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.5922177,0.2946944,0.002309601,0.0140788,0.002400141,0.0009336789,0.006333598,0.000195053,0.08683693],"genre_scores_gemma":[0.9154919,0.05643898,0.002304947,0.007738338,0.001313515,0.0004085437,0.005573828,0.00006352314,0.01066648],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.008672201,"threshold_uncertainty_score":0.02901143,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0307555360118916,"score_gpt":0.3467443021864418,"score_spread":0.3159887661745502,"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."}}