{"id":"W4286299170","doi":"10.1200/jco.2022.40.16_suppl.5051","title":"On-treatment plasma ctDNA fraction and treatment outcomes in metastatic castration-resistant prostate cancer.","year":2022,"lang":"en","type":"article","venue":"Journal of Clinical Oncology","topic":"Cancer Genomics and Diagnostics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Prostate cancer; Internal medicine; Oncology; Prospective cohort study; Progression-free survival; Cancer; Overall survival; Urology","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":[0.0008121584,0.0001928362,0.0003096915,0.0002581902,0.0002526071,0.0004792926,0.0003440303,0.0003669423,0.00140354],"category_scores_gemma":[0.001884931,0.0001576636,0.0003956785,0.000550636,0.000219567,0.0003581147,0.0003543548,0.0005855285,0.0002332357],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005062832,"about_ca_system_score_gemma":0.0002699708,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001464812,"about_ca_topic_score_gemma":0.002624493,"domain_scores_codex":[0.9995177,0.0001378245,0.00005028267,0.0001309658,0.00009419105,0.00006897897],"domain_scores_gemma":[0.9973931,0.0003911942,0.00162699,0.000136475,0.0001590328,0.0002931436],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003298242,0.0001726493,0.9879958,0.00008110337,0.0002177129,0.0000550563,0.00006239796,0.0001849188,0.001034242,0.00002016052,0.0003257938,0.006551873],"study_design_scores_gemma":[0.00004743064,0.0005294152,0.998531,0.00001053207,0.00007316647,0.0001510454,0.00002618787,0.0001528049,0.0001650227,0.00002349472,0.0002852805,0.000004679549],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973133,0.0009725877,0.00008600288,0.00004014435,0.000005909254,0.00002080658,0.001069303,0.000004963483,0.0004867978],"genre_scores_gemma":[0.9988235,0.00008777013,0.00003333098,0.00003021412,0.000006685664,0.00001122437,0.0008964244,0.000001928588,0.0001089102],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001464812,"threshold_uncertainty_score":0.004695296,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07396152325729093,"score_gpt":0.4310775091194221,"score_spread":0.3571159858621311,"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."}}