{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00830459,0.000737216,0.00124974,0.001176461,0.007602447,0.006018958,0.002030343,0.08423897,0.01271412],"category_scores_gemma":[0.04246013,0.001329016,0.001996391,0.0008764204,0.003671146,0.005172378,0.00361679,0.06607269,0.007351789],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01028375,"about_ca_system_score_gemma":0.01661777,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01991639,"about_ca_topic_score_gemma":0.04170134,"domain_scores_codex":[0.9907718,0.002538518,0.001665522,0.000921377,0.002329172,0.001773602],"domain_scores_gemma":[0.9739333,0.01040399,0.001945073,0.001072983,0.005322609,0.007322116],"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":[0.00004075941,0.0000549121,0.001119777,0.00003953314,0.00001969949,0.001620568,0.0001803014,0.0001000556,0.0003028169,0.003340775,0.9808205,0.01236028],"study_design_scores_gemma":[0.0001721204,0.0001164234,0.003091023,0.0004439034,0.0000472076,0.002737146,0.001104973,0.0004786523,0.0002120246,0.01316534,0.9783117,0.0001194699],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0002374427,0.0002491997,0.0001091764,0.9898946,0.008069904,0.00001173304,0.00001758182,0.00001359354,0.001396818],"genre_scores_gemma":[0.001672063,0.0002278029,0.0003366298,0.9781486,0.01539425,0.00002799061,0.00002006061,0.00002028423,0.004152283],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.08423897,"threshold_uncertainty_score":0.07461423,"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."}}