{"id":"W2793905111","doi":"10.1056/nejmoa1801993","title":"MRI-Targeted or Standard Biopsy for Prostate-Cancer Diagnosis","year":2018,"lang":"en","type":"article","venue":"New England Journal of Medicine","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":3016,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre; Jewish General Hospital","funders":"Weill Cornell Medical College; National Cancer Institute; National Institutes of Health; Universitair Ziekenhuis Gent; European Association of Urology; University of Southern California; National Institute for Health and Care Research; Birmingham Biomedical Research Centre; Universiteit Gent; NYU Langone Medical Center; York University","keywords":"Biopsy; Medicine; Prostate cancer; Transrectal ultrasonography; Prostate biopsy; Radiology; Cancer; Prostate; Magnetic resonance imaging; Confidence interval; Internal medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004860756,0.0006100441,0.001935706,0.0004247986,0.0002209369,0.000443731,0.0008356012,0.001173591,0.005376216],"category_scores_gemma":[0.00580124,0.0003987141,0.001481083,0.0003115812,0.0008159019,0.00058451,0.0005204597,0.00100391,0.000472067],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003263082,"about_ca_system_score_gemma":0.0007283637,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000277756,"about_ca_topic_score_gemma":0.0005488741,"domain_scores_codex":[0.9964606,0.002172559,0.0002739235,0.000568978,0.000345397,0.0001785391],"domain_scores_gemma":[0.9963893,0.001420424,0.001260286,0.0003007228,0.0001449704,0.0004843961],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.8674743,0.004858127,0.01865447,0.00268075,0.003378792,0.0001059962,0.00007186382,0.001022358,0.004610289,0.0006908318,0.001256752,0.09519552],"study_design_scores_gemma":[0.5397279,0.3823764,0.05735603,0.001013656,0.00527554,0.0009874364,0.00007097125,0.002814007,0.004425968,0.001655824,0.004219055,0.00007729901],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9641652,0.02660433,0.003136721,0.0007865725,0.0005709585,0.001527226,0.00027574,0.00008275302,0.002850467],"genre_scores_gemma":[0.9935655,0.002281765,0.002138514,0.0005426972,0.0002750124,0.0007348542,0.0001621364,0.000005712978,0.0002938642],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005376216,"threshold_uncertainty_score":0.02570647,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03066626492428539,"score_gpt":0.3347657014629418,"score_spread":0.3040994365386565,"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."}}