{"id":"W1971269436","doi":"10.1121/1.3508391","title":"Three-dimensional computational modeling of high-frequency ultrasound imaging of murine liver and liver metastases.","year":2010,"lang":"en","type":"article","venue":"The Journal of the Acoustical Society of America","topic":"Ultrasound Imaging and Elastography","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Speckle pattern; Histogram; Ultrasound; Standard deviation; Speed of sound; Physics; Spatial frequency; Biomedical engineering; Optics; Materials science; Acoustics; Mathematics; Computer science; Image (mathematics); Medicine; Statistics; Artificial intelligence","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":[0.0002969132,0.0005143866,0.0005054898,0.0004506185,0.0004209569,0.001017445,0.001042415,0.001557059,0.002080362],"category_scores_gemma":[0.001119086,0.0004342317,0.0007577189,0.0004363989,0.0005545394,0.0004795196,0.0005345723,0.000498804,0.0003010727],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008406278,"about_ca_system_score_gemma":0.001073757,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01351716,"about_ca_topic_score_gemma":0.009370557,"domain_scores_codex":[0.9998468,0.00004624137,0.000008172733,0.00002219445,0.00005459815,0.0000219286],"domain_scores_gemma":[0.9994929,0.0003010077,0.00007012847,0.00003063911,0.00006512425,0.00004011676],"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":[0.00001990523,0.00001789208,0.0004344987,0.00001900457,0.000008683014,0.00003926162,0.00001833836,0.9964584,0.001346966,0.0008381646,0.00009233483,0.0007066075],"study_design_scores_gemma":[0.000004339462,0.000006243131,0.0001679265,0.000001811273,0.000002536565,0.00001179427,0.000005735086,0.9991488,0.0002476832,0.0002271253,0.0001728933,0.000003121147],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6020154,0.0007875251,0.3671449,0.001038444,0.0001264973,0.0002280915,0.002440224,0.0007022719,0.02551666],"genre_scores_gemma":[0.9460201,0.0003231581,0.0476351,0.000143067,0.00001674378,0.0003230861,0.0007113961,0.0001147835,0.004712609],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01351716,"threshold_uncertainty_score":0.02687693,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008909824713279583,"score_gpt":0.236625511361447,"score_spread":0.2277156866481674,"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."}}