{"id":"W1565823685","doi":"10.1111/j.1524-4741.2010.00934.x","title":"Flat Epithelial Atypia on Breast Needle Core Biopsy: A Retrospective Study with Clinical-Pathological Correlation","year":2010,"lang":"en","type":"article","venue":"The Breast Journal","topic":"Breast Lesions and Carcinomas","field":"Medicine","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University; Queen Elizabeth II Health Sciences Centre","funders":"National Centre for Biological Sciences","keywords":"Medicine; Malignancy; Atypia; Biopsy; Core biopsy; Ductal carcinoma; Pathological; Pathology; Radiology; Breast cancer; Internal medicine; Cancer","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":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.001595772,0.0002800683,0.0004837238,0.0001144998,0.0005352923,0.00008076744,0.0002562947,0.000204053,0.0007559941],"category_scores_gemma":[0.00007662216,0.000136075,0.0001859649,0.0002976633,0.0003677657,0.00009922545,0.00007019444,0.00266539,0.0002411572],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000747548,"about_ca_system_score_gemma":0.0001945605,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003162182,"about_ca_topic_score_gemma":0.00001748024,"domain_scores_codex":[0.9978731,0.0002217349,0.0005237436,0.0003586174,0.000637239,0.0003855457],"domain_scores_gemma":[0.9982566,0.0001092492,0.0003292452,0.0005884451,0.000332379,0.0003841382],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006665359,0.001388963,0.9687107,0.000003008828,0.0001563789,0.0007347345,0.0004511274,0.000005979239,0.002598846,0.0005289448,0.0005010941,0.0182549],"study_design_scores_gemma":[0.003642065,0.002221862,0.8540995,0.00006193786,0.0002746301,0.1381559,0.0008279906,0.0001678466,0.000006025983,0.0002803086,0.0001095498,0.0001524849],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9942387,0.00001540995,0.0001610104,0.002408314,0.0008056628,0.0005302783,0.00005615409,0.0000636676,0.001720849],"genre_scores_gemma":[0.9966059,0.00000586231,0.0002695513,0.0003147376,0.00224765,0.00001038621,0.00001069819,0.00003954295,0.0004956482],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1374211,"threshold_uncertainty_score":0.9996355,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0311305691094213,"score_gpt":0.3093019110395654,"score_spread":0.2781713419301441,"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."}}