{"id":"W4225420187","doi":"10.1007/s00330-022-08822-3","title":"Prostate biopsy in the era of MRI-targeting: towards a judicious use of additional systematic biopsy","year":2022,"lang":"en","type":"article","venue":"European Radiology","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":false,"ca_institutions":"Princess Margaret Cancer Centre; Sinai Health System; Mount Sinai Hospital; Lunenfeld-Tanenbaum Research Institute; University of Toronto; University Health Network","funders":"Royal College of Surgeons in Ireland; Deutsche Forschungsgemeinschaft; Ontario Institute for Cancer Research","keywords":"Medicine; Interventional radiology; Neuroradiology; Biopsy; Radiology; Prostate biopsy; Prostate; Ultrasound; Magnetic resonance imaging; Medical physics; Internal medicine; Neurology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0007093665,0.000127384,0.0004741855,0.0001053619,0.0000566509,0.00000457136,0.0001452634,0.00001653648,0.0005578085],"category_scores_gemma":[0.0002112532,0.00008354877,0.0001052456,0.0002564419,0.0001462296,0.00002833128,0.00008054383,0.0002286611,0.00001154077],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009552816,"about_ca_system_score_gemma":0.00009853139,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005915947,"about_ca_topic_score_gemma":0.0000011127,"domain_scores_codex":[0.9978082,0.001008714,0.0005505659,0.0002207089,0.0002153753,0.0001964086],"domain_scores_gemma":[0.998982,0.0003237009,0.0002945266,0.0002996267,0.00006047804,0.00003968456],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.005936968,0.01355812,0.3132162,0.0346318,0.004655699,0.03033486,0.07111119,0.004891777,0.02605168,0.01388824,0.4748414,0.006882059],"study_design_scores_gemma":[0.01171818,0.01026846,0.9218252,0.005309375,0.0009548434,0.01213505,0.005454136,0.0006994642,0.001334052,0.0004219837,0.02915878,0.0007204332],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9909869,0.00254049,0.00001514766,0.002062124,0.0001977629,0.001330806,0.001555316,0.00002433297,0.001287134],"genre_scores_gemma":[0.9978713,0.0001589577,0.0004840492,0.000532806,0.00004920751,0.0002388555,0.0005720703,0.00002238766,0.00007034571],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.608609,"threshold_uncertainty_score":0.6107612,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02507127922929219,"score_gpt":0.2530835839346757,"score_spread":0.2280123047053835,"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."}}