{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007186619,0.0001638742,0.000309809,0.000185184,0.0003426523,0.00005254932,0.00008479843,0.00004045732,5.555766e-7],"category_scores_gemma":[0.0001424381,0.0001134649,0.0002418611,0.0005618405,0.00008322785,0.00006207076,0.0000240951,0.0001135395,2.045473e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001741428,"about_ca_system_score_gemma":0.00004081626,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001081804,"about_ca_topic_score_gemma":0.00001234193,"domain_scores_codex":[0.9985732,0.00002632357,0.0006430381,0.0003313973,0.000136836,0.0002891721],"domain_scores_gemma":[0.9984642,0.0003109658,0.0004772968,0.0004087372,0.0002741212,0.00006462958],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00026053,0.0001899072,0.6059669,0.001517623,0.0005513034,0.00001694292,0.0005976156,0.000005151706,0.00008392489,0.002368534,0.3619655,0.02647606],"study_design_scores_gemma":[0.01007686,0.0009507739,0.05863303,0.005629926,0.002808832,0.0001118849,0.004883676,0.01406104,0.005014998,0.001929031,0.8953553,0.0005445737],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.229076,0.02239309,0.01595652,0.7079783,0.002511175,0.0195862,0.001521352,0.0005479467,0.0004294105],"genre_scores_gemma":[0.938205,0.002003593,0.00552157,0.04863063,0.0002199673,0.00456434,0.0007477587,0.0000453849,0.00006176572],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.709129,"threshold_uncertainty_score":0.4626966,"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."}}