{"id":"W2530735890","doi":"10.5489/cuaj.3831","title":"Comparison of prostate MRI-3D transrectal ultrasound fusion biopsy for first-time and repeat biopsy patients with previous atypical small acinar proliferation","year":2016,"lang":"en","type":"article","venue":"Canadian Urological Association Journal","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"Robarts Clinical Trials; Western University","funders":"","keywords":"Biopsy; Medicine; Magnetic resonance imaging; Radiology; Prostate cancer; Prostate biopsy; Ultrasound; Prostate; Cancer; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0002775634,0.0001720649,0.0004033176,0.0001015494,0.0002311733,0.00004251111,0.0000493076,0.0001813038,0.00008915558],"category_scores_gemma":[0.0003428726,0.00009800135,0.00008387664,0.0001037248,0.00005821211,0.00007931135,0.000005906244,0.0001494853,0.000004482749],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000704669,"about_ca_system_score_gemma":0.0002205736,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006588302,"about_ca_topic_score_gemma":0.0003574446,"domain_scores_codex":[0.9986223,0.00007693814,0.0004239224,0.0002606589,0.0002451958,0.0003709687],"domain_scores_gemma":[0.99839,0.0002654515,0.000349933,0.00009182325,0.0004323935,0.0004704444],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001146413,0.0002635076,0.9903895,0.00002272974,0.0001325558,0.00001077513,0.0002551491,0.000007941448,0.0005026905,0.0000126347,0.0004900477,0.006766031],"study_design_scores_gemma":[0.005257102,0.003595915,0.9875569,0.0001386306,0.0002176566,0.00009703291,0.00001387078,0.00007271367,0.0005134121,0.00008641784,0.002305874,0.0001444248],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9901722,0.00021519,0.0001860405,0.00793094,0.00007669909,0.001090558,0.0002833832,0.00001390066,0.00003110738],"genre_scores_gemma":[0.9981671,0.0001606157,0.00109638,0.0001980873,0.0001062715,0.00006514388,0.00008864139,0.00001580886,0.0001019687],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007994901,"threshold_uncertainty_score":0.3996379,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01186175355267763,"score_gpt":0.2335961902684677,"score_spread":0.22173443671579,"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."}}