{"id":"W3093001752","doi":"10.48083/tabr2149","title":"The Clinical Applications of Tissue Biomarkers in Prostate Cancer","year":2020,"lang":"en","type":"article","venue":"Société Internationale d’Urologie Journal","topic":"Prostate Cancer Treatment and Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Prostate cancer; Prostatectomy; Medicine; Disease; Cancer; Prostate; Prostate-specific antigen; Stage (stratigraphy); Oncology; Bioinformatics; Pathology; Internal medicine; Biology","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":[0.004012006,0.0007394397,0.001386467,0.002657396,0.0002367375,0.00241347,0.0008649416,0.001310799,0.002646771],"category_scores_gemma":[0.005314973,0.0003403515,0.0009658916,0.002118657,0.0009401377,0.001133506,0.0009535472,0.001354731,0.001532119],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006516811,"about_ca_system_score_gemma":0.00097599,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005847723,"about_ca_topic_score_gemma":0.0008160473,"domain_scores_codex":[0.997759,0.0008417687,0.0002000932,0.000299114,0.0007824813,0.0001174762],"domain_scores_gemma":[0.9965366,0.00221676,0.0005023697,0.0001311481,0.000511861,0.0001011739],"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":[0.000404312,0.00009410596,0.007085953,0.008256618,0.0002671073,0.0008193677,0.0001484503,0.00089784,0.01490339,0.003972142,0.007060691,0.95609],"study_design_scores_gemma":[0.00009049969,0.00189205,0.02874791,0.008097357,0.0009210602,0.01152931,0.0004931585,0.001274327,0.03734952,0.007296962,0.9020932,0.0002145868],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002581035,0.9900831,0.002797562,0.0009121745,0.0002672416,0.00002751402,0.0001435047,0.00004019731,0.003147694],"genre_scores_gemma":[0.05156196,0.9374948,0.006830156,0.001357111,0.0008499833,0.00009228897,0.0005504227,0.00002324382,0.001240064],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004012006,"threshold_uncertainty_score":0.02121776,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1075041744180289,"score_gpt":0.4713960323661637,"score_spread":0.3638918579481348,"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."}}