{"id":"W2950843031","doi":"10.2214/ajr.19.21111","title":"Regional Standardization of Prostate Multiparametric MRI Performance and Reporting: Is There a Role for a Director of Prostate Imaging?","year":2019,"lang":"en","type":"article","venue":"American Journal of Roentgenology","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital","funders":"","keywords":"Medicine; Prostate; Standardization; Multiparametric MRI; Medical physics; Radiology; Magnetic resonance imaging; Nuclear medicine; 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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.116044,0.0006474213,0.00119892,0.003937211,0.002313056,0.008005818,0.003805325,0.003431324,0.005660829],"category_scores_gemma":[0.1776445,0.00101896,0.0009339623,0.004611935,0.00337349,0.00822112,0.005760665,0.006876138,0.002620909],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006575017,"about_ca_system_score_gemma":0.03362411,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02186841,"about_ca_topic_score_gemma":0.02844984,"domain_scores_codex":[0.9517549,0.02572852,0.008545733,0.002783246,0.008549173,0.002638377],"domain_scores_gemma":[0.6987358,0.05771742,0.04720845,0.02858962,0.1411614,0.02658726],"domain_codex":null,"domain_gemma":"reporting","domain_candidate":"reporting","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0004101616,0.0003600885,0.1884292,0.001425866,0.0002779127,0.0004640986,0.005354666,0.00182016,0.004178132,0.05269977,0.327347,0.4172329],"study_design_scores_gemma":[0.0002663351,0.0006874696,0.1837984,0.003062753,0.0003297442,0.00174481,0.008124056,0.002852645,0.005386669,0.01637964,0.7768467,0.0005207532],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.04749643,0.02321856,0.09042784,0.7803907,0.01528282,0.0007973975,0.001573348,0.002414742,0.03839815],"genre_scores_gemma":[0.5535211,0.02468266,0.2200949,0.1692755,0.01083316,0.001479641,0.00359955,0.00201901,0.01449435],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.883956,"threshold_uncertainty_score":0.6137067,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01374922015151083,"score_gpt":0.2880571050614052,"score_spread":0.2743078849098944,"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."}}