{"id":"W3172178421","doi":"10.1200/jco.2021.39.15_suppl.5049","title":"Circulating tumor DNA fraction (ctDNA%) to independently predict for clinical outcomes in patients (pts) with metastatic castration-resistant prostate cancer (mCRPC).","year":2021,"lang":"en","type":"article","venue":"Journal of Clinical Oncology","topic":"Cancer Genomics and Diagnostics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"BC Cancer Foundation","keywords":"Medicine; Internal medicine; Prostate cancer; Oncology; Proportional hazards model; Univariate analysis; Cancer; Multivariate analysis","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0003528107,0.0002163179,0.0002532814,0.0002848103,0.0001334332,0.0004207857,0.0001708167,0.0003159675,0.001292619],"category_scores_gemma":[0.001136111,0.0001236959,0.0002906786,0.0003183985,0.0001339971,0.0002240568,0.0002667138,0.0004500832,0.0002974422],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002214531,"about_ca_system_score_gemma":0.0001978785,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008441596,"about_ca_topic_score_gemma":0.001392705,"domain_scores_codex":[0.9998868,0.00002740288,0.00001102613,0.00003524268,0.00002533805,0.00001406903],"domain_scores_gemma":[0.9993908,0.0001512744,0.0002696088,0.00002798986,0.00003732114,0.0001229647],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008022852,0.0000456117,0.9922139,0.0000179938,0.00005495061,0.00004352535,0.00002434733,0.0001719707,0.0009004181,0.00001432961,0.0001504096,0.005560183],"study_design_scores_gemma":[0.0000324404,0.0008132533,0.9956923,0.00001360726,0.0000888975,0.0004167446,0.00003798922,0.001786454,0.0005798178,0.000056406,0.0004764345,0.000005684675],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981434,0.0009015818,0.0001894159,0.00007396753,0.00001200227,0.000009583568,0.0003689334,0.000008103792,0.0002931226],"genre_scores_gemma":[0.9992235,0.0001018604,0.0001397982,0.00002078523,0.0000092117,0.000004482065,0.0003311686,0.000001207024,0.0001680425],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001292619,"threshold_uncertainty_score":0.004324257,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07229293748004152,"score_gpt":0.4391739233435999,"score_spread":0.3668809858635584,"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."}}