{"id":"W4399559341","doi":"10.1097/ju.0000000000004069","title":"The Genomics and Natural History of MRI-Visible vs MRI-Invisible Prostate Cancers: Clinical Implications","year":2024,"lang":"en","type":"editorial","venue":"The Journal of Urology","topic":"Prostate Cancer Treatment and Research","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"Sunnybrook Health Science Centre; University of Toronto","funders":"","keywords":"Natural history; Prostate cancer; Genomics; Magnetic resonance imaging; Medicine; Prostate; Oncology; Radiology; Internal medicine; Cancer; Biology; Genome; Gene; Genetics","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":[0.01211472,0.00337777,0.004796688,0.00373147,0.002076909,0.006937843,0.004290326,0.01246803,0.008451874],"category_scores_gemma":[0.03466843,0.00136687,0.003217868,0.001856948,0.002307149,0.003265664,0.001112371,0.01840827,0.003960321],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003061405,"about_ca_system_score_gemma":0.002637805,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002348634,"about_ca_topic_score_gemma":0.004745283,"domain_scores_codex":[0.9957548,0.001096192,0.0006405202,0.0006297667,0.001594598,0.0002841181],"domain_scores_gemma":[0.9528535,0.03265991,0.001669444,0.0007166,0.008840619,0.003259967],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001978451,0.00002855646,0.0002303068,0.0006329805,0.0001370512,0.0002531112,0.00002870546,0.00005177667,0.00008874504,0.0005000464,0.9875615,0.01028934],"study_design_scores_gemma":[0.0005516314,0.0002123952,0.004611777,0.002584419,0.001001897,0.001333019,0.000278483,0.0006595153,0.0003798611,0.004297927,0.9839632,0.0001258051],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00009288503,0.008406287,0.00007985274,0.02514218,0.9654447,0.00001164672,0.0000903835,0.00002680661,0.0007052994],"genre_scores_gemma":[0.0004719215,0.004037706,0.00004034286,0.006505742,0.9874898,0.00001012788,0.00002547289,0.000010859,0.00140803],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.01246803,"threshold_uncertainty_score":0.06406951,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02708656896133469,"score_gpt":0.3615176231256073,"score_spread":0.3344310541642726,"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."}}