{"id":"W2335965789","doi":"10.1148/radiol.2016151419","title":"Breast Cancers Detected at Screening MR Imaging and Mammography in Patients at High Risk: Method of Detection Reflects Tumor Histopathologic Results","year":2016,"lang":"en","type":"article","venue":"Radiology","topic":"Breast Lesions and Carcinomas","field":"Medicine","cited_by":141,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Ontario; University of Toronto","funders":"National Cancer Institute","keywords":"Medicine; Mammography; Radiology; Medical screening; Magnetic resonance imaging; Breast imaging; Breast cancer; Pathology; Gynecology; 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":[0.0004032169,0.0001551333,0.0003887925,0.0003346822,0.00009642188,0.000001575742,0.00005619855,0.00009951164,0.0000191926],"category_scores_gemma":[0.0001467719,0.0001073892,0.00006712472,0.0002522214,0.0002004317,0.00004076338,0.00007998182,0.0001413596,0.000002201632],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004403233,"about_ca_system_score_gemma":0.00002819139,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009574739,"about_ca_topic_score_gemma":0.0004926577,"domain_scores_codex":[0.9984657,0.0003529443,0.0003480792,0.0004207292,0.0001034445,0.0003091374],"domain_scores_gemma":[0.9991177,0.0001815392,0.0002545349,0.0002573871,0.00008428546,0.000104515],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00342496,0.00002388784,0.7503551,0.00001793264,0.0000180558,0.00005678437,0.0000742168,0.000003403461,0.1146078,0.000003573575,0.00006303229,0.1313513],"study_design_scores_gemma":[0.005407104,0.0004548035,0.984285,0.0000892923,0.00006621259,0.001998763,0.00001719651,0.000104668,0.007319173,0.00003623664,0.000104172,0.0001173589],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973794,0.0004829747,0.001429584,0.0001539845,0.000136372,0.0002213341,0.00007778895,0.00003876776,0.0000797864],"genre_scores_gemma":[0.9960188,0.00007096018,0.003708839,0.00005373504,0.00004596061,0.00001751319,0.00001376371,0.00001749005,0.00005292624],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2339299,"threshold_uncertainty_score":0.4379203,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008196458243403053,"score_gpt":0.2395085377842241,"score_spread":0.231312079540821,"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."}}