{"id":"W4412792808","doi":"10.1148/rg.240254","title":"Invited Commentary: Is the Prostate Imaging for Recurrence Reporting System Ready for Adoption?","year":2025,"lang":"en","type":"article","venue":"Radiographics","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Women's College Hospital","funders":"","keywords":"Medicine; Medical physics; Prostate; 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":[0.02444565,0.001320673,0.002618375,0.001936081,0.004097615,0.006675761,0.006050354,0.07322688,0.01425837],"category_scores_gemma":[0.1530824,0.001833222,0.003161547,0.002250849,0.005700783,0.007542507,0.003800089,0.06895517,0.009039477],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007169958,"about_ca_system_score_gemma":0.01881158,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0215964,"about_ca_topic_score_gemma":0.02059397,"domain_scores_codex":[0.9759061,0.007729964,0.003664104,0.003044322,0.007427942,0.002227492],"domain_scores_gemma":[0.8407736,0.09394107,0.009068489,0.002858782,0.04167877,0.01167921],"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":[0.00003266851,0.000008300054,0.0002176828,0.0001027472,0.00001796745,0.00009610347,0.00006447529,0.00003370964,0.00004840139,0.0008010323,0.9956368,0.002940204],"study_design_scores_gemma":[0.0001372257,0.00005723316,0.001701512,0.001350646,0.0001232897,0.0004438586,0.0005319156,0.0003286124,0.0002206018,0.003145453,0.9917943,0.0001654357],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001015841,0.0009134365,0.00008361155,0.9399643,0.05810676,0.00001256182,0.0001369553,0.00002140134,0.0006593529],"genre_scores_gemma":[0.001337177,0.0009479126,0.0002514298,0.9228952,0.07254782,0.00003854933,0.00008166087,0.00004289773,0.001857326],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.07322688,"threshold_uncertainty_score":0.1292825,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0365101627614664,"score_gpt":0.3393452442947255,"score_spread":0.3028350815332591,"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."}}