{"id":"W2168191810","doi":"10.1148/radiol.2523080670","title":"Breast Imaging Reporting and Data System Lexicon for US: Interobserver Agreement for Assessment of Breast Masses","year":2009,"lang":"en","type":"article","venue":"Radiology","topic":"Breast Lesions and Carcinomas","field":"Medicine","cited_by":203,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Victoria Hospital","funders":"","keywords":"Medicine; Breast imaging; Lexicon; Mammography; Medical physics; Radiology; Breast cancer; Linguistics; 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":[],"consensus_categories":[],"category_scores_codex":[0.0008651441,0.0001360171,0.0005176845,0.00007453119,0.00006176263,0.00001120355,0.0001322113,0.00006266361,0.00001027771],"category_scores_gemma":[0.00005562668,0.0001092633,0.00007954824,0.00004799553,0.00005691449,0.00008359303,0.00007832042,0.00007392035,2.722931e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008285014,"about_ca_system_score_gemma":0.0001190278,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004148232,"about_ca_topic_score_gemma":0.000006716054,"domain_scores_codex":[0.9984885,0.0000379552,0.0007260301,0.0004095729,0.00008062956,0.0002572815],"domain_scores_gemma":[0.9985663,0.00008827919,0.0005521026,0.0005714173,0.0001364951,0.00008543369],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007006301,0.0003376467,0.8186344,0.001929821,0.0003336997,0.00009487202,0.0001115235,0.00001130229,0.04987852,0.01159786,0.004976376,0.1113933],"study_design_scores_gemma":[0.002033067,0.0003791576,0.9622336,0.0003841642,0.0002476269,0.017197,0.0004976816,0.01606382,0.0001330966,0.00008624868,0.0006232251,0.0001213072],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9638747,0.000618899,0.02951611,0.003738241,0.0002426732,0.0010785,0.0003703001,0.00004700392,0.0005135644],"genre_scores_gemma":[0.9866211,0.000008376401,0.01254325,0.0001851066,0.0002244391,0.00003091243,0.0003130676,0.0000131203,0.00006058083],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1435992,"threshold_uncertainty_score":0.4455627,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07195101557146968,"score_gpt":0.3668040423205818,"score_spread":0.2948530267491122,"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."}}