{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002827818,0.0002183887,0.0005964686,0.0001551288,0.00006799233,0.00001277537,0.00005941724,0.00004066917,0.00003049594],"category_scores_gemma":[0.0008826572,0.0001755002,0.00005374494,0.0004311645,0.0002772467,0.00007216372,0.00007076345,0.0001484696,0.000001428986],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001731731,"about_ca_system_score_gemma":0.0006261664,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006265545,"about_ca_topic_score_gemma":0.0001143695,"domain_scores_codex":[0.9982499,0.0001277422,0.0004971445,0.000525606,0.0002550897,0.0003445157],"domain_scores_gemma":[0.9986008,0.0005965392,0.0001335301,0.0003039349,0.0002063794,0.0001588123],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003826551,0.0005014818,0.9482931,0.005607464,0.00008056985,0.0000110292,0.001167798,0.00002053338,0.00004055669,0.0004582212,0.0002460977,0.03974659],"study_design_scores_gemma":[0.002449187,0.0003874159,0.9907945,0.001233859,0.0000935078,0.000001084623,0.0005693611,0.0004558327,0.0003149459,0.003413274,0.0001541192,0.000132879],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9857804,0.005670591,0.000006100518,0.002992692,0.00008595378,0.002989512,0.0005977054,0.00004061176,0.001836474],"genre_scores_gemma":[0.997088,0.001205386,0.00007016837,0.0005698819,0.00001920704,0.0006304754,0.00003617559,0.00001375723,0.0003669345],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04250142,"threshold_uncertainty_score":0.7156689,"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."}}