{"id":"W4303627977","doi":"10.3390/curroncol29100573","title":"Current Clinical Practice of Precision Medicine Using Comprehensive Genomic Profiling Tests in Biliary Tract Cancer in Japan","year":2022,"lang":"en","type":"review","venue":"Current Oncology","topic":"Cholangiocarcinoma and Gallbladder Cancer Studies","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Biliary tract cancer; Profiling (computer programming); Precision medicine; Clinical Practice; Biliary tract; Cancer Medicine; Bioinformatics; Cancer; Computational biology; Internal medicine; Medical physics; Pathology; Family medicine; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.001515443,0.0005585123,0.004738624,0.0008838951,0.00005777904,0.000004260275,0.000314213,0.0003428238,0.0002039319],"category_scores_gemma":[0.001762893,0.0004434868,0.0005067196,0.000947858,0.0003332166,0.0000864459,0.0004523445,0.002855688,0.000005159379],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00241203,"about_ca_system_score_gemma":0.002856761,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002263043,"about_ca_topic_score_gemma":0.0001320216,"domain_scores_codex":[0.9938523,0.001339826,0.002827715,0.0009770071,0.0004971091,0.0005060008],"domain_scores_gemma":[0.9936466,0.003889695,0.001562254,0.000517524,0.0002227789,0.0001612095],"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":[0.0002243037,0.001712975,0.04578083,0.01366569,0.0001580642,0.0001243028,0.0006528248,0.000006669955,0.0000043115,0.000006032657,0.0004297932,0.9372342],"study_design_scores_gemma":[0.002752827,0.001013563,0.02246242,0.02175668,0.002216681,0.0002455237,0.0005279988,0.00007905836,2.112804e-7,0.000007469008,0.948629,0.0003085573],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01161851,0.9788532,0.000003259065,0.0001676395,0.006177175,0.002797706,0.00007820386,0.00001989145,0.0002843889],"genre_scores_gemma":[0.0006429735,0.9972648,0.0002152197,0.00005315677,0.001167992,0.0004113385,0.0001750378,0.00006340983,0.000006098045],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9481992,"threshold_uncertainty_score":0.9998017,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4559046907414279,"score_gpt":0.575284883621797,"score_spread":0.1193801928803691,"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."}}