{"id":"W4406493207","doi":"10.1038/s41391-024-00932-x","title":"Prognostic value of MR visibility/invisibility in men on Active Surveillance","year":2025,"lang":"en","type":"article","venue":"Prostate Cancer and Prostatic Diseases","topic":"Male Breast Health Studies","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Health Sciences Centre; University of Toronto; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Visibility; Invisibility; Radiology; Value (mathematics); Internal medicine; Artificial intelligence; Statistics; Optics","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":[0.0007075907,0.0003955233,0.0003581716,0.001342331,0.0004527013,0.001122967,0.0004536657,0.0007044436,0.002706517],"category_scores_gemma":[0.005508083,0.0002676974,0.0006729541,0.001299353,0.0005887726,0.0008777831,0.00081177,0.0008958085,0.0002020086],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001603576,"about_ca_system_score_gemma":0.0002540333,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002794613,"about_ca_topic_score_gemma":0.002678476,"domain_scores_codex":[0.9996665,0.00011047,0.00003315542,0.00004506923,0.00004731754,0.0000976278],"domain_scores_gemma":[0.9976504,0.0006490982,0.0009629825,0.0001734848,0.0001210045,0.0004430495],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004575906,0.00002840211,0.9966626,0.00001663753,0.00008988984,0.00009995198,0.00009142059,0.00005649037,0.00014499,0.00004552682,0.00005074187,0.0022559],"study_design_scores_gemma":[0.000008236244,0.000215578,0.9985119,0.000009722435,0.0001030721,0.0003115236,0.0003111558,0.0001504453,0.00007604887,0.00008083965,0.0002155122,0.000005949319],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955576,0.001632048,0.00009734603,0.000123835,0.00002100102,0.000005366643,0.0002613651,0.00000798157,0.002293344],"genre_scores_gemma":[0.9995399,0.0001522011,0.00002230611,0.00001176149,0.00002615272,8.497386e-7,0.0001061147,0.00000147434,0.0001392686],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002794613,"threshold_uncertainty_score":0.009054244,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01144968647408547,"score_gpt":0.3369216406675268,"score_spread":0.3254719541934413,"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."}}