{"id":"W4229458535","doi":"10.1148/radiol.220701","title":"It’s Time for a Standardized MRI Assessment Scheme for Prostate Cancer Recurrence","year":2022,"lang":"en","type":"letter","venue":"Radiology","topic":"Prostate Cancer Treatment and Research","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Sinai Health System; Lunenfeld-Tanenbaum Research Institute","funders":"","keywords":"Medicine; Prostate cancer; Prostatectomy; Cancer; Magnetic resonance imaging; Medical physics; Radiology; 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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005648119,0.0003869006,0.001113701,0.0002195512,0.000239548,0.00002407145,0.000246756,0.0004998381,0.002120103],"category_scores_gemma":[0.0000963202,0.000304556,0.0003643691,0.0001507425,0.0001982404,0.00003778981,0.00009451689,0.00128974,0.00001212351],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001521046,"about_ca_system_score_gemma":0.002446759,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003200366,"about_ca_topic_score_gemma":0.000004753164,"domain_scores_codex":[0.9972722,0.0001598648,0.0004088527,0.0008305731,0.0003839932,0.0009445404],"domain_scores_gemma":[0.9983394,0.0005701825,0.0002163837,0.000452433,0.0003109687,0.0001106097],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002707801,0.00004967287,0.0002973897,0.0009623999,0.0008226363,0.0001829078,0.0001428828,0.000002762761,0.0004034825,0.00001480179,0.9918259,0.002587337],"study_design_scores_gemma":[0.007549818,0.002826375,0.00003679555,0.0001545752,0.000326976,0.0001005025,0.0000188414,0.0004764412,0.0001258894,0.0002140958,0.9878649,0.0003048459],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0002725993,0.005164552,0.0006876776,0.9750546,0.001336697,0.008252406,0.00796895,0.00009156033,0.001170994],"genre_scores_gemma":[0.00007394407,0.01112911,0.01960602,0.6616885,0.009641671,0.05758915,0.03534713,0.000377548,0.2045469],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.3133661,"threshold_uncertainty_score":0.9999406,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04009197816667138,"score_gpt":0.3943252639949523,"score_spread":0.354233285828281,"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."}}