{"id":"W1993297546","doi":"10.1016/j.cpet.2009.10.001","title":"Role of Ultrasonography in Breast Cancer Imaging","year":2009,"lang":"en","type":"article","venue":"PET Clinics","topic":"Breast Lesions and Carcinomas","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"BC Cancer Agency; University of British Columbia","funders":"","keywords":"Medicine; Ultrasound; Breast cancer; Radiology; Ultrasonography; Breast ultrasound; Mammography; Medical physics; Cancer; 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":[0.000146361,0.0000705563,0.0002034015,0.0001057504,0.00001309529,0.000003634301,0.00005383825,0.00002527797,0.0001227738],"category_scores_gemma":[0.00001333166,0.0000611932,0.00009906902,0.0002409841,0.0000337491,0.00003542678,0.000007993079,0.0001457573,0.000004948441],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001518297,"about_ca_system_score_gemma":0.00006907718,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001136672,"about_ca_topic_score_gemma":0.00001776038,"domain_scores_codex":[0.9993504,0.00001435243,0.0002485703,0.0001315403,0.0001068385,0.0001482481],"domain_scores_gemma":[0.9995936,0.00003214848,0.00006202909,0.0001847498,0.00005946351,0.00006798231],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008629615,0.000216247,0.8918429,0.00001346983,0.00000717187,0.00001844905,0.0001107354,0.000003433546,0.003055051,0.0002133915,0.0002036022,0.1042292],"study_design_scores_gemma":[0.0007722215,0.0000350409,0.9966617,0.0001246699,0.00003161596,0.0001346763,0.0002152897,0.000613284,0.0001053548,0.0004212282,0.0008248629,0.00006003209],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9929517,0.001120456,0.000005513818,0.002954851,0.00005063574,0.00007710314,0.00002383937,0.00001888052,0.002797042],"genre_scores_gemma":[0.998255,0.0003417343,0.0004042825,0.0008541655,0.00009038887,0.000003080444,0.000005723378,0.000007063113,0.00003859722],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1048188,"threshold_uncertainty_score":0.2495386,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009100581043276476,"score_gpt":0.2973281961159795,"score_spread":0.2882276150727031,"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."}}