{"id":"W3134181580","doi":"10.3389/fsurg.2021.633196","title":"Multiparametric MRI may Help to Identify Patients With Prostate Cancer in a Contemporary Cohort of Patients With Clinical Bladder Outlet Obstruction Scheduled for Holmium Laser Enucleation of the Prostate (HoLEP)","year":2021,"lang":"en","type":"article","venue":"Frontiers in Surgery","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Medicine; Prostate; Prostate cancer; Enucleation; Rectal examination; Prostate biopsy; Urology; Bladder outlet obstruction; Prostatectomy; Radiology; Biopsy; Lower urinary tract symptoms; Cancer; Internal medicine; Surgery","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":[],"consensus_categories":[],"category_scores_codex":[0.0004092189,0.000211005,0.0007854177,0.0003245198,0.0000329447,0.0000141931,0.0000625387,0.00009981982,0.00001018471],"category_scores_gemma":[0.0003505629,0.0001419186,0.0001387953,0.001014276,0.0001372959,0.0001713071,0.00004228125,0.0001668306,5.463745e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002685207,"about_ca_system_score_gemma":0.0004828641,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001529138,"about_ca_topic_score_gemma":0.00007761793,"domain_scores_codex":[0.9977655,0.0001499106,0.0008670671,0.0004756597,0.0004636096,0.000278258],"domain_scores_gemma":[0.9982015,0.0002041757,0.0004961244,0.0003257242,0.0006714004,0.0001010016],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005280911,0.001324351,0.9796851,0.0002267515,0.0003253732,0.00001069393,0.0003308934,0.0002452163,0.000007175366,7.230063e-7,0.003621985,0.008940774],"study_design_scores_gemma":[0.007292096,0.0003415499,0.9881254,0.0008670805,0.0001375764,3.198277e-7,0.000237237,0.0000587784,0.002288154,0.00001130663,0.0004851819,0.0001553467],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9939932,0.00037927,0.0001002818,0.0003546141,0.0009652004,0.003636091,0.0005424733,0.00001010274,0.00001880527],"genre_scores_gemma":[0.9963689,0.0001998488,0.002041278,0.0001681498,0.00002600546,0.00072556,0.0003283854,0.00004232001,0.0000995177],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008785428,"threshold_uncertainty_score":0.5787272,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0237152567564096,"score_gpt":0.304226955192269,"score_spread":0.2805116984358594,"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."}}