{"id":"W4387032788","doi":"10.1007/s11523-023-01000-5","title":"A Systematised Literature Review of Real-World Treatment Patterns and Outcomes in Unresectable Advanced or Metastatic Biliary Tract Cancer","year":2023,"lang":"en","type":"review","venue":"Targeted Oncology","topic":"Cholangiocarcinoma and Gallbladder Cancer Studies","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"AstraZeneca","keywords":"Medicine; Observational study; Gemcitabine; Cochrane Library; Internal medicine; MEDLINE; Chemotherapy; Cancer; Biliary tract cancer; Oncology; Intensive care medicine; Meta-analysis","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003896098,0.0006377137,0.0074644,0.000661762,0.00003698922,0.000009146161,0.0001339962,0.0002111055,0.0001805396],"category_scores_gemma":[0.0002452648,0.0003581536,0.0005281483,0.001224798,0.00006460693,0.00006125225,0.00007968666,0.0004151441,0.000008853263],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001119007,"about_ca_system_score_gemma":0.001195356,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00179759,"about_ca_topic_score_gemma":0.01186122,"domain_scores_codex":[0.9966377,0.0005322728,0.00151236,0.0006309166,0.0002456723,0.0004410833],"domain_scores_gemma":[0.9973014,0.001165324,0.0007632425,0.0005033652,0.0001261164,0.0001405566],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001161555,0.0003289392,0.00378654,0.6490956,0.001753317,0.001848176,0.0004348892,1.54002e-7,6.999631e-7,0.000007878759,0.0009064229,0.3417212],"study_design_scores_gemma":[0.003103031,0.001559127,0.007728439,0.6165014,0.007304468,0.0002383455,0.0001144191,0.000002270426,0.00000158317,0.000006325857,0.363048,0.0003926268],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001563959,0.9929994,5.488014e-7,0.0003958788,0.0003378542,0.004779141,0.0009310538,0.00006028094,0.0003393943],"genre_scores_gemma":[0.00007172084,0.9920999,0.0001614193,0.000222141,0.00007987121,0.00327703,0.0004581373,0.00008571103,0.003544012],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.3621416,"threshold_uncertainty_score":0.999887,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08894734557234671,"score_gpt":0.4349304150010871,"score_spread":0.3459830694287404,"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."}}