{"id":"W2122603477","doi":"10.1002/jmri.24710","title":"A prospective comparison of MRI‐US fused targeted biopsy versus systematic ultrasound‐guided biopsy for detecting clinically significant prostate cancer in patients on active surveillance","year":2014,"lang":"en","type":"article","venue":"Journal of Magnetic Resonance Imaging","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":87,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; McMaster University; Ontario Clinical Oncology Group; University of Toronto; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Biopsy; Prostate cancer; Cancer; Cancer detection; Radiology; Prospective cohort study; Ultrasound; Prostate; Nuclear medicine; Pathology; Internal medicine","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":[0.001103672,0.0003145931,0.001381486,0.0002583646,0.00007429699,0.00003838115,0.0001756277,0.00006550814,0.00001440463],"category_scores_gemma":[0.002558699,0.0002390911,0.0002464445,0.000381885,0.0001285434,0.0001235181,0.00002446539,0.0003514469,0.00000147182],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006292048,"about_ca_system_score_gemma":0.0002444473,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001029987,"about_ca_topic_score_gemma":0.00001980944,"domain_scores_codex":[0.9964358,0.0002323074,0.001865688,0.0004031748,0.0006126974,0.0004503232],"domain_scores_gemma":[0.9948706,0.001684318,0.001934701,0.0003069055,0.00104632,0.0001571796],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.008900075,0.0009184875,0.9659419,0.001738294,0.0001012582,0.0000208597,0.001178176,0.0002076604,0.002570446,0.000007612684,0.00007456132,0.01834068],"study_design_scores_gemma":[0.02046414,0.006055255,0.9547219,0.008273164,0.0002075995,0.00001843497,0.0005466545,0.002108711,0.007274965,0.00005227082,0.00003809522,0.0002387978],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9922724,0.003948431,0.0001236042,0.0003293123,0.0006049764,0.00251967,0.00008339245,0.00001573627,0.0001024316],"genre_scores_gemma":[0.9970937,0.0003212635,0.002099384,0.00005900344,0.0001099905,0.0002490644,0.000005944184,0.00004481584,0.00001679414],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01810188,"threshold_uncertainty_score":0.974985,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01823793102803004,"score_gpt":0.3198783405303861,"score_spread":0.301640409502356,"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."}}