{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002537156,0.0006139477,0.00126413,0.0007938402,0.00105236,0.00003875036,0.0002149517,0.0006548069,0.001347766],"category_scores_gemma":[0.0002707211,0.0005977092,0.0004072336,0.0009536518,0.0002546053,0.0001434357,0.00003589414,0.0004115074,0.00003961613],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.01729657,"about_ca_system_score_gemma":0.01737125,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3121234,"about_ca_topic_score_gemma":0.951934,"domain_scores_codex":[0.9964832,0.000102058,0.0006841696,0.001033058,0.0001456092,0.001551879],"domain_scores_gemma":[0.9974039,0.0006145604,0.0001838302,0.0004631373,0.0004574616,0.0008771556],"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":[0.002825618,0.001200947,0.2118101,0.000946662,0.003415321,0.0002743007,0.002647894,0.001155869,0.000666188,0.0007617734,0.216903,0.5573924],"study_design_scores_gemma":[0.01099431,0.005212529,0.05212387,0.0005345034,0.001964511,0.00003465613,0.0007323406,0.001607835,0.001329749,0.0002613631,0.9247345,0.0004698831],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.3095118,0.3113886,0.0007992597,0.2405775,0.02260074,0.01316329,0.002930904,0.0002704435,0.09875748],"genre_scores_gemma":[0.9151184,0.01621613,0.0002737963,0.005792848,0.001553974,0.002847958,0.0001371719,0.00007285213,0.05798689],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7078315,"threshold_uncertainty_score":0.9996474,"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."}}