{"id":"W4399867579","doi":"10.1007/s00261-024-04434-1","title":"The importance and future of prostate MRI report templates: improving oncological care","year":2024,"lang":"en","type":"review","venue":"Abdominal Radiology","topic":"Radiomics and Machine Learning in Medical Imaging","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Vancouver General Hospital; University of British Columbia","funders":"","keywords":"CLARITY; Medicine; Prostate cancer; Medical physics; Modalities; Cancer; 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":[0.001012544,0.0003995866,0.00208247,0.0001140238,0.0001450806,0.00002867171,0.0002144397,0.000477893,0.00001568816],"category_scores_gemma":[0.0005486035,0.0001984803,0.0004070357,0.0001912988,0.0006405991,0.000021876,0.0001567876,0.001674926,0.000007256728],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001463496,"about_ca_system_score_gemma":0.000620866,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001881129,"about_ca_topic_score_gemma":0.000004311632,"domain_scores_codex":[0.997498,0.0001932404,0.0010669,0.0006380485,0.0001956235,0.0004081731],"domain_scores_gemma":[0.9980573,0.0005666372,0.0006291553,0.0004813307,0.00009097102,0.0001745722],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005448702,0.00001096549,0.0002646606,0.01408132,0.0002500429,0.003993015,0.0002058711,1.331549e-7,0.00000284035,0.000388773,0.002349312,0.9783986],"study_design_scores_gemma":[0.0002690625,0.000424498,0.0000491704,0.002685372,0.002009868,0.0362325,0.0003593579,0.00007769228,3.482999e-7,0.00009266136,0.9576213,0.0001782013],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0004738453,0.9950947,0.00002223921,0.00145325,0.001036567,0.0008824019,0.00001111143,0.00004670465,0.0009792232],"genre_scores_gemma":[0.0001598323,0.9962626,0.001144266,0.000126955,0.001508838,0.0001000116,0.0001027622,0.00005721267,0.0005375994],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9782204,"threshold_uncertainty_score":0.8093792,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01508810834597292,"score_gpt":0.3537356212375009,"score_spread":0.338647512891528,"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."}}