{"id":"W4385273426","doi":"10.3390/curroncol30080517","title":"A Practical Guide for the Systemic Treatment of Biliary Tract Cancer in Canada","year":2023,"lang":"en","type":"article","venue":"Current Oncology","topic":"Cholangiocarcinoma and Gallbladder Cancer Studies","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Ottawa Hospital; Princess Margaret Cancer Centre; University of Calgary; McGill University Health Centre; Fluidigm (Canada); Université de Montréal; Royal Victoria Regional Health Centre; University of Toronto; Royal Victoria Hospital; Dalhousie University","funders":"AstraZeneca Canada; AstraZeneca","keywords":"Medicine; Gemcitabine; Capecitabine; Oncology; Systemic therapy; Pembrolizumab; Regimen; Cisplatin; Internal medicine; Chemotherapy; Durvalumab; Disease; Cancer; Intensive care medicine; Immunotherapy; Colorectal cancer","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001160339,0.00009062413,0.0003516655,0.00005409468,0.000031344,0.000001383942,0.00004210799,0.00003181203,0.00002441129],"category_scores_gemma":[0.0001043271,0.0000539311,0.00007378947,0.0001789081,0.00004095377,0.00001306931,0.00001743522,0.00007144135,0.00000240925],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001742366,"about_ca_system_score_gemma":0.003585602,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3296518,"about_ca_topic_score_gemma":0.7786148,"domain_scores_codex":[0.9992202,0.0000365312,0.0002628904,0.0001581709,0.000108734,0.0002134906],"domain_scores_gemma":[0.9988502,0.0008126234,0.00007573846,0.0001500007,0.00006645836,0.00004494283],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003293432,0.0003821268,0.6829163,0.0003284978,0.0002075855,0.0001218963,0.001322135,0.00002832956,0.0002264997,0.00005362464,0.1272792,0.1868044],"study_design_scores_gemma":[0.003102669,0.000689159,0.5605443,0.0001312969,0.0003219754,0.00008748136,0.00276987,0.001022251,0.000147398,0.000009123495,0.4310973,0.00007720041],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9369714,0.03571453,0.00003117854,0.02188378,0.003108793,0.001662841,0.0001594357,0.00002564983,0.0004424287],"genre_scores_gemma":[0.9921623,0.006520114,0.00001922253,0.0000703672,0.0002567484,0.0007713977,0.00001360519,0.00000915691,0.0001770823],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.448963,"threshold_uncertainty_score":0.6748121,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1920674411438259,"score_gpt":0.4616799598549284,"score_spread":0.2696125187111025,"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."}}