{"id":"W1048297009","doi":"10.1245/s10434-015-4773-z","title":"An International Multicenter Review of the Malignancy Rate of Excised Papillomatous Breast Lesions","year":2015,"lang":"en","type":"article","venue":"Annals of Surgical Oncology","topic":"Breast Lesions and Carcinomas","field":"Medicine","cited_by":38,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Atypia; Malignancy; Biopsy; Breast cancer; Surgical oncology; Radiology; Pathological; Cancer; Pathology; Surgery; 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":[0.0006653646,0.0000932527,0.0005301657,0.00005299965,0.00001464611,0.000001155762,0.0002200316,0.00009679932,0.0004192117],"category_scores_gemma":[0.00006093934,0.00005549413,0.0002240446,0.0001535403,0.000218721,0.00005634168,0.00008286711,0.0001098285,0.000006995676],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001586484,"about_ca_system_score_gemma":0.0002417775,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005767677,"about_ca_topic_score_gemma":0.00000285192,"domain_scores_codex":[0.99867,0.0002607196,0.0005608895,0.0001428613,0.0002246934,0.0001408431],"domain_scores_gemma":[0.9983457,0.0001133255,0.0003246849,0.0003502477,0.0006992402,0.0001668123],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.01038153,0.02318807,0.2450635,0.008853786,0.001358653,0.001516144,0.001546932,0.00003333236,0.04138523,0.02905513,0.09649538,0.5411223],"study_design_scores_gemma":[0.007365971,0.001970117,0.5190909,0.00847249,0.0002624371,0.00160493,0.0003009778,0.0001617948,0.008164912,0.0003868901,0.4520008,0.0002177962],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9319776,0.006615193,0.00001037145,0.04185985,0.000364552,0.0004671847,0.0001054034,0.00001422309,0.01858562],"genre_scores_gemma":[0.9850813,0.01300856,0.0001186488,0.001513492,0.00006883692,0.00000892876,0.00001826925,0.000008776231,0.0001732126],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5409045,"threshold_uncertainty_score":0.4590074,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09532980917684121,"score_gpt":0.3943998245501194,"score_spread":0.2990700153732782,"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."}}