{"id":"W4361947369","doi":"10.1158/1078-0432.c.6530510","title":"Data from Blood Biomarker Landscape in Patients with High-risk Nonmetastatic Castration-Resistant Prostate Cancer Treated with Apalutamide and Androgen-Deprivation Therapy as They Progress to Metastatic Disease","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Prostate Cancer Treatment and Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Prostate cancer; Androgen receptor; Androgen deprivation therapy; Medicine; Internal medicine; Androgen; Oncology; Metastasis; Biomarker; Enzalutamide; Cancer; Proportional hazards model; Biology; Hormone","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":[0.0003659223,0.0001622841,0.0004634062,0.0004242858,0.0001573557,0.0004109087,0.0001807359,0.0002816581,0.001110648],"category_scores_gemma":[0.001185436,0.00009477281,0.0002852782,0.000658065,0.000147619,0.0002163325,0.0001485875,0.0003122113,0.000234055],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003069601,"about_ca_system_score_gemma":0.0002102942,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001056578,"about_ca_topic_score_gemma":0.001435499,"domain_scores_codex":[0.9996175,0.00009660851,0.00004338731,0.00009991407,0.0001014685,0.00004111602],"domain_scores_gemma":[0.9987664,0.0003022817,0.0004486862,0.00009941961,0.0001694176,0.0002136942],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.009463424,0.0001809027,0.9584849,0.00009727202,0.0002946097,0.0002144658,0.0001044665,0.0003485002,0.007920579,0.00004721047,0.001190293,0.02165348],"study_design_scores_gemma":[0.0001309296,0.001421427,0.9952168,0.000005505947,0.0001020735,0.0005002312,0.00004921899,0.0002920945,0.001221889,0.00002669663,0.001025297,0.000007777555],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996396,0.0006780747,0.0001394343,0.00006618016,0.000007153342,0.00001581439,0.001942743,0.0000164233,0.0007381731],"genre_scores_gemma":[0.9972989,0.000103354,0.00009506603,0.00005660877,0.00001016861,0.00001663485,0.002250201,0.000003378954,0.0001655822],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001110648,"threshold_uncertainty_score":0.003715456,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04876792389667443,"score_gpt":0.325197385354999,"score_spread":0.2764294614583246,"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."}}