{"id":"W4367145270","doi":"10.1121/10.0019128","title":"Decorrelated compounding methods in synthetic transmit aperture ultrasound imaging and its application","year":2023,"lang":"en","type":"article","venue":"The Journal of the Acoustical Society of America","topic":"Ultrasound Imaging and Elastography","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Decorrelation; Speckle pattern; Compounding; Ultrasound; Attenuation; Speckle noise; Interference (communication); Computer science; Ultrasonic sensor; Optics; Acoustics; Materials science; Physics; Computer vision; Telecommunications","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009183761,0.0006851605,0.0004479901,0.0007686393,0.0002309253,0.000561755,0.0004422741,0.000663489,0.001508285],"category_scores_gemma":[0.002739551,0.0003431845,0.0005237914,0.001014056,0.0007826955,0.0007650757,0.0005423286,0.0007272824,0.0004975558],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003390481,"about_ca_system_score_gemma":0.0004214445,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005869178,"about_ca_topic_score_gemma":0.0006285668,"domain_scores_codex":[0.999272,0.0002534595,0.00003342363,0.0001342772,0.0002819168,0.00002483878],"domain_scores_gemma":[0.9984889,0.0008159296,0.0001678214,0.0002148401,0.0002766381,0.00003586444],"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":[0.000300647,0.0001416212,0.001189561,0.0004805288,0.0001106172,0.0004042122,0.0003464938,0.09769657,0.2555067,0.05307627,0.001674054,0.5890728],"study_design_scores_gemma":[0.00002342338,0.0002790498,0.001517874,0.00003796208,0.00004315897,0.0008435031,0.00003786322,0.8736489,0.09637028,0.01303057,0.01407961,0.00008773609],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0139652,0.001367294,0.9822987,0.0001158043,0.00005798099,0.00005302895,0.00003033891,0.0002737404,0.001837913],"genre_scores_gemma":[0.1118522,0.002039569,0.8830165,0.00009167157,0.0001061888,0.00008681135,0.0001037581,0.0001166683,0.002586577],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001508285,"threshold_uncertainty_score":0.005045772,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0101234069837965,"score_gpt":0.2993646254811866,"score_spread":0.2892412184973902,"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."}}