{"id":"W2793964365","doi":"10.5430/jst.v8n1p42","title":"Comparative sonographic review of benign and malignant breast masses","year":2018,"lang":"en","type":"article","venue":"Journal of Solid Tumors","topic":"Breast Lesions and Carcinomas","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Fibroadenoma; Echogenicity; Differential diagnosis; Breast cancer; Radiology; Mastitis; Biopsy; Mammography; Ultrasound; Pathology; Cancer; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004052168,0.0001059165,0.0006557271,0.0001570381,0.0000424835,0.000005303688,0.00007187096,0.00002927949,0.0001671919],"category_scores_gemma":[0.00002298381,0.00006908816,0.0001503225,0.0002185044,0.0002264705,0.00008324555,0.00002576743,0.0001541756,0.000004366233],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001423852,"about_ca_system_score_gemma":0.0001393379,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006643639,"about_ca_topic_score_gemma":0.000001701714,"domain_scores_codex":[0.9989355,0.00004788931,0.0005377987,0.00008861419,0.0002544595,0.0001357871],"domain_scores_gemma":[0.998646,0.00002887305,0.0004674254,0.0001352068,0.0005471772,0.0001753036],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00501133,0.004182011,0.60936,0.03675584,0.003304138,0.003734559,0.007869716,0.000004287693,0.1483885,0.005419505,0.1302701,0.04570001],"study_design_scores_gemma":[0.001556657,0.002186309,0.923543,0.03111171,0.0005609941,0.02971204,0.001097744,0.00003603441,0.006607605,0.0002452174,0.003170674,0.0001720278],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9774632,0.01955866,0.00005775738,0.001604121,0.00009066348,0.0001247324,0.00001468642,0.000004204762,0.001082001],"genre_scores_gemma":[0.9943944,0.00410185,0.0007632339,0.0004182229,0.0002613328,8.883449e-7,9.565074e-7,0.000008018137,0.0000511206],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.314183,"threshold_uncertainty_score":0.2817333,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02631659763869616,"score_gpt":0.3138594283641706,"score_spread":0.2875428307254744,"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."}}