{"id":"W2149176429","doi":"10.1177/8756479308315231","title":"Enhancing Image Quality Using Advanced Signal Processing Techniques","year":2008,"lang":"en","type":"article","venue":"Journal of diagnostic medical sonography","topic":"Radiation Dose and Imaging","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mohawk College","funders":"","keywords":"Sonographer; Medicine; Image quality; Image processing; Medical physics; Quality (philosophy); Artificial intelligence; Second-harmonic imaging microscopy; Computer vision; Image resolution; Image (mathematics); Radiology; Computer science; Ultrasonography","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":[0.001508322,0.0006986906,0.0005126296,0.001044354,0.0001629567,0.00121662,0.0004787669,0.0008803068,0.004426259],"category_scores_gemma":[0.004233231,0.0002569672,0.0004261394,0.0007700733,0.0005353619,0.001304087,0.0008230061,0.001027323,0.001340264],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002013644,"about_ca_system_score_gemma":0.0002481778,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001834936,"about_ca_topic_score_gemma":0.0002023034,"domain_scores_codex":[0.9994054,0.0001351576,0.0000454222,0.00007043318,0.0003028919,0.00004083857],"domain_scores_gemma":[0.9984988,0.0008071138,0.0001464521,0.0001322216,0.0003738149,0.00004158881],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0003804546,0.0000738707,0.0005638068,0.0006187424,0.00004883748,0.0002599375,0.0001317307,0.002710987,0.635318,0.002326815,0.0009110133,0.3566558],"study_design_scores_gemma":[0.0002387474,0.002531135,0.009742503,0.0002346062,0.0003567053,0.006918989,0.0001453885,0.08257338,0.8551968,0.007754241,0.03413795,0.0001694548],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05316079,0.005994519,0.9355283,0.0005866032,0.0001392673,0.0001735217,0.00006419172,0.001069521,0.003283213],"genre_scores_gemma":[0.1709789,0.007506295,0.8169483,0.0003964738,0.0003275021,0.0001735879,0.0001562113,0.0002314774,0.003281227],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004426259,"threshold_uncertainty_score":0.01480734,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02450664790831622,"score_gpt":0.348257092443741,"score_spread":0.3237504445354248,"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."}}