{"id":"W2161134037","doi":"10.1109/tuffc.2010.1737","title":"Computational models of distributed aberration in ultrasound breast imaging","year":2010,"lang":"en","type":"article","venue":"IEEE Transactions on Ultrasonics Ferroelectrics and Frequency Control","topic":"Ultrasound Imaging and Elastography","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Defence Research and Development Canada; Western University","funders":"Canadian Institutes of Health Research","keywords":"Wavefront; Distortion (music); Optics; Planar; Computer science; Algorithm; Physics; Computer graphics (images); Telecommunications","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005199621,0.0004972523,0.0004401367,0.0005412243,0.0003380228,0.0007814104,0.001380848,0.0009643671,0.001675152],"category_scores_gemma":[0.003075686,0.0004002835,0.0005397316,0.0006385637,0.0005602909,0.0007043879,0.0006584005,0.0005645402,0.0004004604],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00112481,"about_ca_system_score_gemma":0.00107281,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006849965,"about_ca_topic_score_gemma":0.004170918,"domain_scores_codex":[0.9996608,0.0001016206,0.000018918,0.00003237842,0.0001571338,0.00002904347],"domain_scores_gemma":[0.998674,0.0009014535,0.0001036254,0.000102325,0.0001736514,0.00004499127],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002765064,0.00001391664,0.0002429615,0.00002194921,0.000007217154,0.00004390693,0.00004140245,0.9831383,0.002213063,0.009445933,0.0002401426,0.004563492],"study_design_scores_gemma":[0.000005311786,0.000007452142,0.00003878039,0.000001738673,0.0000015494,0.00001757928,0.000003578675,0.9977365,0.0005257562,0.001172162,0.0004852618,0.000004306351],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05714081,0.0003277047,0.9361255,0.0003569289,0.00005458412,0.00009373661,0.0001914531,0.0007002317,0.005009036],"genre_scores_gemma":[0.5792706,0.0007205258,0.4106652,0.0001480091,0.00005092216,0.0005536911,0.0003611458,0.0003720501,0.007857895],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006849965,"threshold_uncertainty_score":0.0136202,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006057890876637009,"score_gpt":0.2225775562773955,"score_spread":0.2165196654007585,"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."}}