{"id":"W3012305599","doi":"10.1117/12.2549592","title":"Ultrasound image simulation with generative adversarial network","year":2020,"lang":"en","type":"article","venue":"","topic":"Generative Adversarial Networks and Image Synthesis","field":"Computer Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Adversarial system; Computer science; Generative grammar; Artificial intelligence; Image (mathematics); Generative adversarial network; Computer vision","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":[0.002137533,0.0009469196,0.0005308348,0.0005271085,0.0002781651,0.0008031911,0.0009227383,0.001163715,0.002693812],"category_scores_gemma":[0.008563135,0.0003879697,0.0007347139,0.00026538,0.0011291,0.0008163611,0.001286776,0.001412759,0.0003580936],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001001707,"about_ca_system_score_gemma":0.0004842498,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003177903,"about_ca_topic_score_gemma":0.00191362,"domain_scores_codex":[0.9992228,0.0004174038,0.00002738099,0.0001161844,0.0001564306,0.00005989846],"domain_scores_gemma":[0.9939406,0.004901745,0.0003738057,0.00033179,0.0003335751,0.0001185235],"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":[0.00005326531,0.00002143774,0.0004980089,0.00002597972,0.00001268484,0.00003679633,0.0000427743,0.9891126,0.0009234804,0.002457075,0.0002577289,0.006558328],"study_design_scores_gemma":[0.000003849556,0.00001930087,0.00006760614,0.000005937145,0.00000275577,0.00001442455,0.000005448947,0.9975564,0.0005679805,0.001591113,0.0001614889,0.000003634264],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.08354641,0.000295766,0.9093548,0.000671081,0.00009756276,0.0002517772,0.0001434972,0.0006502619,0.004988827],"genre_scores_gemma":[0.8859954,0.000211673,0.1098767,0.0002857612,0.00004424468,0.0002914763,0.0002084671,0.00008586754,0.003000409],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003177903,"threshold_uncertainty_score":0.01130444,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01603942475768901,"score_gpt":0.2245821028355435,"score_spread":0.2085426780778545,"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."}}