{"id":"W2947188549","doi":"10.1200/jco.2019.37.15_suppl.e16036","title":"Circulating tumor DNA in patients with metastatic urothelial cancer: concordance of genomic findings with matched tissue biopsies.","year":2019,"lang":"en","type":"article","venue":"Journal of Clinical Oncology","topic":"Cancer Genomics and Diagnostics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Cancer Agency; University of British Columbia","funders":"","keywords":"Medicine; Concordance; Liquid biopsy; KRAS; ARID1A; Pathology; Cancer; Oncology; Urothelial cancer; Bladder cancer; Internal medicine; Colorectal cancer; Gene; Mutation; Biology","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":[0.0004706068,0.0001588698,0.0002994967,0.000644525,0.0001548847,0.00044155,0.0002423361,0.0003932015,0.001999565],"category_scores_gemma":[0.002895699,0.0001515743,0.0001218265,0.0005292009,0.0001940956,0.0003895615,0.000343968,0.0002539624,0.0004199776],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002126814,"about_ca_system_score_gemma":0.00012632,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009055415,"about_ca_topic_score_gemma":0.001019002,"domain_scores_codex":[0.9996408,0.0000649561,0.00004854652,0.000117471,0.000080914,0.00004730527],"domain_scores_gemma":[0.9988801,0.0003871172,0.0003889943,0.00007004805,0.0001419647,0.0001318328],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005451895,0.00001605074,0.9854218,0.00004887653,0.00002021284,0.001726423,0.0001010128,0.00009397508,0.003795092,0.00003162419,0.0002323168,0.007967363],"study_design_scores_gemma":[0.00002162877,0.0003691414,0.9805765,0.0000310865,0.00005348054,0.01349905,0.0002477443,0.0008137806,0.003032562,0.00008603631,0.001261594,0.000007515282],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966148,0.001376788,0.0003678604,0.00007162119,0.00001621965,0.00001305736,0.0005020747,0.00001756906,0.00102009],"genre_scores_gemma":[0.9993144,0.0001626566,0.0001746207,0.0000247212,0.000006483141,0.000003406966,0.0002180922,0.000003143275,0.00009245759],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001999565,"threshold_uncertainty_score":0.006689191,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02373540817779023,"score_gpt":0.3471638519235148,"score_spread":0.3234284437457245,"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."}}