{"id":"W3160202891","doi":"10.3390/curroncol28030169","title":"Diagnostic Performance of PI-RADS v2, Proposed Adjusted PI-RADS v2 and Biparametric Magnetic Resonance Imaging for Prostate Cancer Detection: A Preliminary Study","year":2021,"lang":"en","type":"article","venue":"Current Oncology","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Prostate cancer; Magnetic resonance imaging; Diagnostic accuracy; Receiver operating characteristic; Biopsy; Radiology; Prostate; Cancer; Nuclear medicine; Retrospective cohort study; Pathology; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007316757,0.0009544693,0.0006232012,0.002102348,0.000186332,0.001236502,0.0009612,0.0008380373,0.000899758],"category_scores_gemma":[0.01823811,0.0003880641,0.0007303127,0.001058327,0.0004158879,0.001122135,0.0008914958,0.000576259,0.0003578852],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003561151,"about_ca_system_score_gemma":0.0003486975,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003710082,"about_ca_topic_score_gemma":0.0003686798,"domain_scores_codex":[0.9950994,0.002385534,0.0005016265,0.00090996,0.000936388,0.000167089],"domain_scores_gemma":[0.9929225,0.002962157,0.001686463,0.0009354965,0.001243765,0.0002494752],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002540735,0.000217597,0.9258568,0.0002450359,0.0007856744,0.0001465081,0.0001157351,0.003143786,0.006017803,0.0001671299,0.0003464707,0.06041674],"study_design_scores_gemma":[0.0002784598,0.006453081,0.9190333,0.0001283851,0.001291386,0.004631588,0.0003006607,0.05043944,0.01277016,0.0008485805,0.003702563,0.0001224546],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9808276,0.005980527,0.01080545,0.0001194883,0.00005482506,0.0001363771,0.0002788671,0.0001407905,0.001655963],"genre_scores_gemma":[0.991334,0.0003944444,0.007625964,0.00004962437,0.00004191115,0.00005222278,0.0003275574,0.00001755703,0.0001567082],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007316757,"threshold_uncertainty_score":0.03869516,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04978513579893018,"score_gpt":0.3579646658240704,"score_spread":0.3081795300251403,"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."}}