{"id":"W3148711480","doi":"10.1007/s00330-021-07855-4","title":"Prevalence of prostate cancer in PI-RADS version 2.1 T2-weighted transition zone ‘nodule in nodule’ and ‘homogeneous mildly hypointense area between nodules’ criteria: MRI-radical prostatectomy histopathological evaluation","year":2021,"lang":"en","type":"article","venue":"European Radiology","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa; Ottawa Hospital; Health Sciences Centre; University of Toronto; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Nodule (geology); Neuroradiology; Confidence interval; Prostatectomy; Prostate cancer; Magnetic resonance imaging; Radiology; Prostate; Nuclear medicine; Cancer; Internal medicine; Neurology","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":[0.0009331415,0.0002812462,0.0006874671,0.0002154403,0.00005017206,0.00001073353,0.0000856016,0.0001286701,0.0002167075],"category_scores_gemma":[0.0001493256,0.0002459435,0.00008473398,0.0003024306,0.0003222272,0.00008453732,0.00006591929,0.0003213107,0.00001052455],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004682278,"about_ca_system_score_gemma":0.0001856198,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007092497,"about_ca_topic_score_gemma":0.00004112594,"domain_scores_codex":[0.996619,0.001191218,0.0006884138,0.0008160193,0.000274397,0.000410909],"domain_scores_gemma":[0.9989976,0.0001139514,0.0001670098,0.000327804,0.000239656,0.000154004],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003378332,0.001618876,0.8599702,0.001370771,0.0001636535,0.01074153,0.005568856,0.0003381904,0.06428993,0.00004364027,0.0007261577,0.05178986],"study_design_scores_gemma":[0.008912298,0.001553118,0.9752871,0.0009239443,0.0003049707,0.0008049257,0.0001275122,0.001394758,0.009654601,0.00007982455,0.0006915192,0.0002653747],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9851437,0.01063463,0.0000976306,0.00222555,0.0001596156,0.001124479,0.0002817425,0.00003544922,0.0002972606],"genre_scores_gemma":[0.9911924,0.007169841,0.0007217725,0.000299674,0.0000978743,0.0001108788,0.0003059352,0.00003402845,0.00006758278],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1153169,"threshold_uncertainty_score":0.9999993,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0219424493419678,"score_gpt":0.2773746147232236,"score_spread":0.2554321653812558,"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."}}