{"id":"W2985729232","doi":"","title":"Ultrasound tomography applied to breast cancer detection","year":2006,"lang":"en","type":"preprint","venue":"OpenGrey (Institut de l'Information Scientifique et Technique)","topic":"Ultrasound Imaging and Elastography","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Ultrasound; Breast cancer; Cancer detection; Tomography; Medicine; Computed tomography; Radiology; Medical physics; Cancer; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005204163,0.0004615232,0.0003623292,0.001887228,0.0003233317,0.0008896836,0.0003727151,0.0008520336,0.005865491],"category_scores_gemma":[0.00376883,0.0004372361,0.0002973401,0.001875664,0.0004237203,0.0003510244,0.0004405895,0.0003483232,0.001000528],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008893428,"about_ca_system_score_gemma":0.001573046,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05605821,"about_ca_topic_score_gemma":0.05423717,"domain_scores_codex":[0.9997361,0.0001021163,0.00001592538,0.00003449431,0.00007406139,0.00003727402],"domain_scores_gemma":[0.9992429,0.0003878115,0.00003345703,0.00004369025,0.0002593342,0.00003282056],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001509449,0.0001280312,0.03772414,0.0009012739,0.0001176619,0.002474482,0.00030378,0.02622395,0.3766982,0.00587696,0.005182869,0.5428592],"study_design_scores_gemma":[0.0002097726,0.0009559107,0.1894961,0.0005470844,0.0008282815,0.01351529,0.0007669709,0.4111908,0.3130856,0.006437766,0.06278349,0.0001830292],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3116526,0.03828964,0.6090295,0.002824103,0.0008805986,0.0007421407,0.001567516,0.002261114,0.03275275],"genre_scores_gemma":[0.7570994,0.02721008,0.1902963,0.0007340581,0.0003022223,0.0002169466,0.0004445084,0.000194241,0.02350216],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.05605821,"threshold_uncertainty_score":0.1114638,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01143509421270922,"score_gpt":0.2679748691723421,"score_spread":0.2565397749596329,"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."}}