{"id":"W4389671943","doi":"10.1001/jamasurg.2023.6382","title":"Benign Breast Disease and Breast Cancer Risk in the Percutaneous Biopsy Era","year":2023,"lang":"en","type":"article","venue":"JAMA Surgery","topic":"Breast Lesions and Carcinomas","field":"Medicine","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"National Cancer Institute","keywords":"Medicine; Breast cancer; Breast biopsy; Atypical hyperplasia; Breast disease; Biopsy; Atypia; Retrospective cohort study; Incidence (geometry); Proportional hazards model; Internal medicine; Surgery; Gynecology; Cancer; Pathology; Mammography","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":[0.0005165915,0.0001563745,0.0002670523,0.0002116129,0.0001228607,0.0000544322,0.00007078897,0.00007771992,0.0002609725],"category_scores_gemma":[0.00007317118,0.000101404,0.0001288941,0.0006223294,0.0000922468,0.00007599187,0.00004666421,0.0003070582,0.00006161894],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004169811,"about_ca_system_score_gemma":0.0001938243,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001159459,"about_ca_topic_score_gemma":0.00004071983,"domain_scores_codex":[0.9987349,0.00012962,0.0002142553,0.0002947845,0.0002827132,0.0003437465],"domain_scores_gemma":[0.9988784,0.0004218875,0.00005242439,0.0003637187,0.00005313239,0.000230463],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004427843,0.0001044795,0.9037352,0.00007815049,0.00003551182,0.004342793,0.0003419944,0.000007723398,0.0003116384,0.00003761785,0.01791582,0.07264629],"study_design_scores_gemma":[0.0002577698,0.00000641424,0.9884869,0.0001595502,0.00009389794,0.009059181,0.0004478224,0.0005556787,0.000001460367,0.00009196189,0.0007143712,0.0001249209],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9788907,0.0007468892,0.000001171427,0.01920583,0.0001576999,0.0001793989,0.0004945588,0.0000754974,0.0002482792],"genre_scores_gemma":[0.9974881,0.00075724,0.00000712373,0.0008363568,0.0004307152,0.00004522377,0.00005327449,0.00002627182,0.0003557089],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08475178,"threshold_uncertainty_score":0.4135136,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01485877664241596,"score_gpt":0.2461160795198811,"score_spread":0.2312573028774652,"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."}}