{"id":"W2115438590","doi":"10.1109/mwscas.1993.343056","title":"Ultrasound image processing","year":2002,"lang":"en","type":"article","venue":"","topic":"Ultrasound Imaging and Elastography","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Computer science; Artificial intelligence; Computer vision; Image processing; Ultrasound; Noise (video); Image (mathematics); Acoustics; Physics","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":[0.0009108555,0.0008855917,0.0009578619,0.002336049,0.0005930035,0.002317462,0.001117368,0.001275712,0.03512335],"category_scores_gemma":[0.003828491,0.0003745304,0.00078341,0.001771552,0.000451853,0.0009083512,0.001381595,0.0009781151,0.02751695],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003630605,"about_ca_system_score_gemma":0.0006572502,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008457795,"about_ca_topic_score_gemma":0.0006401477,"domain_scores_codex":[0.9992224,0.00009318279,0.00007555816,0.0001883772,0.0003579615,0.0000625376],"domain_scores_gemma":[0.9988775,0.0002293004,0.00005777371,0.0002358436,0.0005623812,0.0000372933],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002424269,0.00007100728,0.000443666,0.0004695508,0.00004487509,0.0002520163,0.0001556172,0.004405649,0.07635254,0.0061722,0.02744008,0.8839504],"study_design_scores_gemma":[0.0001178226,0.0005823662,0.007246421,0.0002670895,0.0001977036,0.003857384,0.0003977174,0.1898527,0.2346599,0.020802,0.5418093,0.0002094533],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.005557514,0.001020807,0.9676033,0.0004654969,0.0004578884,0.0005375896,0.001521981,0.008360159,0.01447528],"genre_scores_gemma":[0.04137756,0.002340196,0.9188865,0.0007286476,0.000353869,0.0007408665,0.00383172,0.001573877,0.03016679],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.03512335,"threshold_uncertainty_score":0.1174993,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01324495109342101,"score_gpt":0.2491223935643973,"score_spread":0.2358774424709763,"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."}}