{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004880931,0.0004664529,0.001467514,0.0004375164,0.0001381318,0.00003712641,0.0001462748,0.0001100587,0.00006915054],"category_scores_gemma":[0.00009496876,0.0003105786,0.0003570964,0.0008212568,0.00007177524,0.00004551415,0.0001497947,0.0002592901,0.00004509911],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002681803,"about_ca_system_score_gemma":0.0002856059,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009119305,"about_ca_topic_score_gemma":0.000001441253,"domain_scores_codex":[0.9975647,0.0001363301,0.000581997,0.0007786772,0.0004990277,0.0004392354],"domain_scores_gemma":[0.9988074,0.0001540458,0.000243141,0.0004251532,0.0001645073,0.000205695],"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":[0.00008486586,0.00003700615,0.000001256084,0.1912947,0.0004714342,0.0001145016,0.00005189357,2.348238e-7,0.000002069833,0.00000566174,0.00908441,0.798852],"study_design_scores_gemma":[0.0009375747,0.0001682421,0.000001593322,0.2462868,0.002161356,0.00000569913,0.000016659,0.00003164831,0.00001000975,0.00003196379,0.7501303,0.0002181038],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000005088622,0.9886109,0.0001404182,0.0005165496,0.0003307601,0.009940295,0.0002000339,0.00008356846,0.0001723833],"genre_scores_gemma":[7.637087e-7,0.9941236,0.0003891768,0.00007415987,0.00007108608,0.002419673,0.0008272163,0.0001206594,0.001973661],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7986339,"threshold_uncertainty_score":0.9999346,"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."}}