{"id":"W2058467985","doi":"10.1245/s10434-012-2591-0","title":"Incidence of Breast Cancer in Patients with Pure Flat Epithelial Atypia Diagnosed at Core-Needle Biopsy of the Breast","year":2012,"lang":"en","type":"article","venue":"Annals of Surgical Oncology","topic":"Breast Lesions and Carcinomas","field":"Medicine","cited_by":50,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Atypia; Breast cancer; Ductal carcinoma; Biopsy; Radiology; Malignancy; Lobular carcinoma; Cancer; Carcinoma; Carcinoma in situ; Pathology; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002657023,0.0002438001,0.0004018167,0.001578114,0.0002567681,0.0005773979,0.0003255826,0.0006012809,0.00239466],"category_scores_gemma":[0.002284941,0.0003461132,0.0004456112,0.001072039,0.0002365804,0.0005430368,0.0003522502,0.0003958541,0.0003989824],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002434178,"about_ca_system_score_gemma":0.0002057724,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004148733,"about_ca_topic_score_gemma":0.003150531,"domain_scores_codex":[0.9996823,0.00006246205,0.00004208054,0.0000822244,0.00006061118,0.00007027688],"domain_scores_gemma":[0.9986597,0.0003927519,0.0004635996,0.00008412788,0.0001363941,0.0002634251],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001735768,0.00001372971,0.9984653,0.000006344654,0.00002702748,0.0001158615,0.00002117601,0.00003559312,0.0002254118,0.00001157886,0.00006047796,0.0008439242],"study_design_scores_gemma":[0.0000033426,0.00004761368,0.9987432,0.000002395894,0.00002142493,0.0008426252,0.0001036854,0.0001152174,0.00003997878,0.00001564974,0.00006143707,0.00000337391],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.99842,0.0004013811,0.00005884664,0.00003009742,0.000007637251,0.000003146232,0.0003835276,0.000008079973,0.0006872281],"genre_scores_gemma":[0.9993911,0.0001623173,0.00002314717,0.00001396309,0.00001656201,0.000002273036,0.000263008,0.000001517941,0.0001261687],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004148733,"threshold_uncertainty_score":0.008249164,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02964124288555616,"score_gpt":0.3109629282215564,"score_spread":0.2813216853360003,"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."}}