{"id":"W3164642352","doi":"10.48083/sawc9585","title":"Urine Biomarkers for Prostate Cancer Diagnosis and Progression","year":2021,"lang":"en","type":"article","venue":"Société Internationale d’Urologie Journal","topic":"Prostate Cancer Treatment and Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Prostate cancer; Urine; Medicine; Risk stratification; Biomarker; Stage (stratigraphy); Oncology; Cancer; Internal medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006041824,0.000824923,0.001564331,0.004081994,0.0009135403,0.00357602,0.0010143,0.001953593,0.004248872],"category_scores_gemma":[0.009401801,0.0003847873,0.001039501,0.003025763,0.001046338,0.001498437,0.001720239,0.002173005,0.00233948],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001422446,"about_ca_system_score_gemma":0.002733481,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003649739,"about_ca_topic_score_gemma":0.004323105,"domain_scores_codex":[0.9956002,0.001647602,0.000299031,0.0005440166,0.001618674,0.0002904129],"domain_scores_gemma":[0.9955311,0.001278119,0.000967269,0.0003091516,0.001525357,0.0003890536],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.000986376,0.00031289,0.06523329,0.003992284,0.0006547904,0.0005173282,0.0003371588,0.001428598,0.01095989,0.01718413,0.07878689,0.8196064],"study_design_scores_gemma":[0.0001107429,0.001155259,0.0739126,0.004896656,0.0008252842,0.004460665,0.0005346633,0.004021372,0.02327392,0.02531796,0.8611963,0.0002946916],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.02065856,0.9032155,0.02553033,0.01851891,0.005321865,0.0002676353,0.00392326,0.0009330537,0.02163084],"genre_scores_gemma":[0.4065384,0.4698542,0.07160392,0.01264455,0.0100204,0.0007114929,0.006412004,0.0003160249,0.0218991],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006041824,"threshold_uncertainty_score":0.03195262,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06483383410715844,"score_gpt":0.4266893963366054,"score_spread":0.3618555622294469,"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."}}