{"id":"W4391604914","doi":"10.1002/uro2.32","title":"Current and emerging tissue‐based molecular biomarkers for prostate cancer management: A narrative review","year":2023,"lang":"en","type":"review","venue":"UroPrecision","topic":"Prostate Cancer Treatment and Research","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Prostate cancer; Risk stratification; Medicine; Management of prostate cancer; Disease; Narrative review; Prostate; Cancer; Molecular biomarkers; Intensive care medicine; Bioinformatics; Oncology; Internal medicine; 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":[0.001035266,0.0006822499,0.00130389,0.003298339,0.0002883872,0.001223131,0.0008484809,0.0008527865,0.004399599],"category_scores_gemma":[0.002562062,0.0002405582,0.001022525,0.00309342,0.0003646707,0.00133104,0.0006637577,0.001157437,0.001062145],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005953222,"about_ca_system_score_gemma":0.00203519,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001338362,"about_ca_topic_score_gemma":0.00242339,"domain_scores_codex":[0.9996654,0.00007662045,0.00007451516,0.00005302088,0.0001047456,0.00002572764],"domain_scores_gemma":[0.998754,0.0007991692,0.0001762827,0.00002308164,0.0002119791,0.00003544185],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001028247,0.00004849263,0.0004026179,0.1243027,0.0003341626,0.0002591148,0.0001483252,0.0004042292,0.000920264,0.00430372,0.03452777,0.8342459],"study_design_scores_gemma":[0.0000206539,0.0001195355,0.001528139,0.06713028,0.001029908,0.001846509,0.0001647826,0.0001662723,0.0003899603,0.002772881,0.9247948,0.00003625131],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0000789143,0.9990327,0.00008379835,0.0002756185,0.0001013763,0.000005757084,0.00003057396,0.000004224866,0.0003870379],"genre_scores_gemma":[0.0005080692,0.9990051,0.0001179628,0.0001530863,0.00006810614,0.000005703316,0.00002744234,8.363293e-7,0.0001136649],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004399599,"threshold_uncertainty_score":0.01471812,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08869330912029576,"score_gpt":0.4735947726446657,"score_spread":0.3849014635243699,"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."}}