{"id":"W4407026733","doi":"10.18502/jimc.v8i2.17703","title":"Prevalence of Biopsy-Proven Clinically Significant Prostate Cancer in Patients with PI-RADS 3 on MRI and Factors Associated with It","year":2025,"lang":"en","type":"article","venue":"Journal of Iranian Medical Council","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Prostate cancer; Medicine; Prostate; Biopsy; Prostate biopsy; Cancer; Prostate-specific antigen; Urology; Internal medicine; Oncology; Radiology","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":[0.001129648,0.0001935396,0.0006390951,0.0001009985,0.00003016255,0.00001233687,0.0001206664,0.000119716,0.00008139969],"category_scores_gemma":[0.001374599,0.0001045503,0.00006474071,0.000280452,0.0002370529,0.00007270881,0.00002128032,0.0004608906,3.446473e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009607712,"about_ca_system_score_gemma":0.003640488,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005505466,"about_ca_topic_score_gemma":0.00007563973,"domain_scores_codex":[0.99662,0.00007860985,0.0008078804,0.0002324637,0.002025577,0.000235464],"domain_scores_gemma":[0.9975597,0.0002928952,0.0005726024,0.0001529921,0.001124038,0.000297731],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003651022,0.001238124,0.9890107,0.0003385182,0.0003865531,0.0001536413,0.000591759,0.00001207846,0.0000191778,0.000007230822,0.0005274971,0.004063696],"study_design_scores_gemma":[0.01234446,0.007129882,0.9698952,0.009654966,0.0003359451,0.000002458711,0.00009889519,0.00002964443,0.0001243865,0.00002130475,0.0002596891,0.0001031851],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9949281,0.0005475536,0.00001274998,0.003628568,0.0001125534,0.0004831816,0.00008016171,0.000005717194,0.000201434],"genre_scores_gemma":[0.9975611,0.001419378,0.00005736028,0.0007674161,0.00002617167,0.00001344869,0.000002772175,0.00001445594,0.0001378744],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01911552,"threshold_uncertainty_score":0.6458069,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0294508835763318,"score_gpt":0.2861298596526123,"score_spread":0.2566789760762805,"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."}}