{"id":"W4408165257","doi":"10.2214/ajr.24.32328","title":"NPV of Biparametric and Multiparametric Prostate MRI: A Comparative Systematic Review and Meta-Analysis","year":2025,"lang":"en","type":"review","venue":"American Journal of Roentgenology","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University; Health Sciences Centre; Ottawa Hospital","funders":"","keywords":"Medicine; Meta-analysis; Prostate; Multiparametric MRI; Radiology; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.015497,0.002060247,0.01427179,0.005268361,0.0005180812,0.002826617,0.001893793,0.001955661,0.004068259],"category_scores_gemma":[0.05223506,0.001102218,0.02216391,0.005267027,0.0007902951,0.001941479,0.001376514,0.001902427,0.0002746641],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002062537,"about_ca_system_score_gemma":0.002980212,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005030977,"about_ca_topic_score_gemma":0.01182025,"domain_scores_codex":[0.9906743,0.00439929,0.0025842,0.0009233434,0.001177767,0.0002410659],"domain_scores_gemma":[0.958599,0.03510729,0.003615226,0.0006775585,0.001779542,0.0002213606],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.002286162,0.00002663141,0.004056394,0.640134,0.3111594,0.00009977246,0.00008855694,0.0004108861,0.0002003877,0.0002582092,0.001176483,0.04010314],"study_design_scores_gemma":[0.0008123071,0.0002526821,0.005884874,0.076819,0.9111414,0.0002094755,0.00007476468,0.0002028779,0.0001433612,0.0005520096,0.003870177,0.00003704969],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00122959,0.9980239,0.0001831567,0.0001105099,0.00006129331,0.00006875237,0.0001913115,0.000005905878,0.000125556],"genre_scores_gemma":[0.0721079,0.9247078,0.001236649,0.0006326755,0.000269375,0.0004155761,0.0004544505,0.0000147825,0.0001606966],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.015497,"threshold_uncertainty_score":0.08195692,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07766365244899176,"score_gpt":0.3980673601736101,"score_spread":0.3204037077246183,"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."}}