{"id":"W2167636934","doi":"10.1148/radiol.2321012003","title":"Breast Biopsy: Multicenter Study of Radiofrequency Introducer with US-guided Handheld System—Initial Experience","year":2004,"lang":"en","type":"article","venue":"Radiology","topic":"Breast Lesions and Carcinomas","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hôpital du Saint-Sacrement","funders":"","keywords":"Medicine; Biopsy; Breast biopsy; Radiology; Surgery; Breast cancer; Mammography; 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":[0.0001310444,0.0001984731,0.0005564489,0.0001388046,0.00007280851,0.000006456412,0.0001391304,0.0001123793,0.00009470911],"category_scores_gemma":[0.00001872109,0.0001365609,0.00006468839,0.0002125587,0.0003019977,0.00006107683,0.00003336345,0.0001762759,0.00002080323],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001417366,"about_ca_system_score_gemma":0.0001381946,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007464347,"about_ca_topic_score_gemma":0.0000185832,"domain_scores_codex":[0.9985799,0.0001000092,0.0003978892,0.0004115172,0.0001897978,0.0003208769],"domain_scores_gemma":[0.9990051,0.00002582337,0.0001264583,0.000534368,0.0001579671,0.000150225],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00436759,0.004306928,0.8729025,0.0004304307,0.0007210912,0.003204201,0.01634595,0.0001696275,0.08958871,0.003126042,0.0002198442,0.004617147],"study_design_scores_gemma":[0.02174795,0.003705571,0.9027435,0.0003371209,0.0003715947,0.05573855,0.01078004,0.00008689411,0.003989271,0.000009231461,0.0001287359,0.0003616089],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973712,0.000201135,0.0005387106,0.0002629669,0.0002952335,0.0006369658,0.000009770343,0.00006193903,0.0006221049],"genre_scores_gemma":[0.9986851,0.00000524654,0.0007102115,0.00008397725,0.0003610164,0.00007039104,0.0000110026,0.00002495738,0.00004813838],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08559944,"threshold_uncertainty_score":0.5568793,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01866673089196592,"score_gpt":0.2811600207991251,"score_spread":0.2624932899071592,"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."}}