{"id":"W4293776437","doi":"10.1177/08465371221121706","title":"A Single-Center Audit of BI-RADS 3 Assessment Category Utilization in Mammography and Breast Ultrasound","year":2022,"lang":"en","type":"article","venue":"Canadian Association of Radiologists Journal","topic":"Breast Lesions and Carcinomas","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Joseph’s Healthcare Hamilton; York University; McMaster University","funders":"","keywords":"Medicine; BI-RADS; Mammography; Biopsy; Malignancy; Radiology; Breast cancer; Breast imaging; Ultrasound; Single Center; Breast ultrasound; Prospective cohort study; Cancer; 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":[0.0008898529,0.00008839802,0.0002762424,0.0006035181,0.0001275013,0.00001381746,0.00007478873,0.00008082583,0.0002618433],"category_scores_gemma":[0.0001101211,0.00008784917,0.0000876669,0.0003823528,0.0000606608,0.00005915461,0.00001442322,0.0003415365,2.471024e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001734318,"about_ca_system_score_gemma":0.0007770346,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002862657,"about_ca_topic_score_gemma":0.006028684,"domain_scores_codex":[0.9987494,0.0002327798,0.0003837367,0.0001254905,0.0002744597,0.0002341792],"domain_scores_gemma":[0.9990078,0.00007095467,0.0004390743,0.00009525879,0.000161991,0.0002249182],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003381997,0.0001257689,0.9910601,0.00001880449,0.00006817409,0.00003703615,0.0001769249,0.00003448332,0.001641157,0.0002896544,0.003536991,0.00297705],"study_design_scores_gemma":[0.00144506,0.0002491674,0.991218,0.00003192928,0.00003983157,0.002283882,0.0005210801,0.0000643818,0.000014807,0.0001253249,0.003935187,0.00007139405],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953076,0.0004634505,0.00008604154,0.002116228,0.00021229,0.0001649514,0.0001787928,0.000005105023,0.001465527],"genre_scores_gemma":[0.9992321,0.0001169655,0.0001574258,0.0002069089,0.00005808773,0.000006678155,0.0000575101,0.000009426944,0.0001548799],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003924504,"threshold_uncertainty_score":0.4535181,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02043288474470031,"score_gpt":0.2514898884347787,"score_spread":0.2310570036900784,"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."}}