{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004724906,0.0001753726,0.0001835874,0.0007044677,0.0002888393,0.0004574519,0.0002444728,0.0002964785,0.001749477],"category_scores_gemma":[0.003167799,0.0001976935,0.0002557239,0.0008082268,0.0002270395,0.0003396774,0.0003750866,0.0003510172,0.0003013383],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002629579,"about_ca_system_score_gemma":0.000252293,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00550685,"about_ca_topic_score_gemma":0.006836205,"domain_scores_codex":[0.9994779,0.0001398882,0.00004684931,0.0001465208,0.0001358793,0.00005301665],"domain_scores_gemma":[0.9981273,0.0003486709,0.001136692,0.00009623147,0.0001247262,0.0001664638],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004930085,0.000007077315,0.9980564,0.000013408,0.00002938508,0.00004154641,0.00002332154,0.00002694984,0.00007653129,0.00002168182,0.0001478558,0.001506461],"study_design_scores_gemma":[0.00000294841,0.00003165501,0.9986017,0.00001705772,0.00002627834,0.0006328295,0.0000478193,0.000145304,0.00005593714,0.0000354353,0.0004006319,0.000002402043],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9894879,0.005340167,0.0005089671,0.0003442364,0.00002868227,0.00001839921,0.001697265,0.0000199999,0.002554479],"genre_scores_gemma":[0.9978172,0.0009984481,0.0002210804,0.00004643941,0.00004612286,0.00001095187,0.0006318904,0.00000321414,0.0002247134],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00550685,"threshold_uncertainty_score":0.01094955,"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."}}