{"id":"W4246385965","doi":"10.1109/tuffc.2004.1295408","title":"Investigation of the Effects of Microbubble Shell Disruption on Population Scattering and Implications for Modeling Contrast Agent Behavior","year":2004,"lang":"en","type":"article","venue":"IEEE Transactions on Ultrasonics Ferroelectrics and Frequency Control","topic":"Ultrasound and Hyperthermia Applications","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Microbubbles; Scattering; Population; Pulse (music); Materials science; Contrast (vision); Bubble; Ultrasound; Shell (structure); Optics; Acoustics; Physics; Mechanics; Medicine","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":[0.0002502347,0.000327868,0.0002228519,0.000118715,0.0002040352,0.0002290496,0.0002803411,0.0002946075,0.0006600341],"category_scores_gemma":[0.001690779,0.0001704056,0.0002978412,0.00007087928,0.0002417409,0.0003884818,0.0001807308,0.0004422465,0.0001346902],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003645503,"about_ca_system_score_gemma":0.0002582343,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002356423,"about_ca_topic_score_gemma":0.001596204,"domain_scores_codex":[0.9999179,0.00001669717,0.000003873117,0.00001384217,0.00003508699,0.00001271929],"domain_scores_gemma":[0.9993849,0.0004249575,0.00007237678,0.00003879526,0.00005306245,0.00002593778],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0000748106,0.00004782051,0.0008844669,0.00003623512,0.00001413748,0.00007532318,0.00005869522,0.0141951,0.9806436,0.0004995852,0.0000174122,0.003452729],"study_design_scores_gemma":[0.000005642579,0.0002710067,0.002570957,0.000002954723,0.00001706821,0.0001604457,0.0000247855,0.1248392,0.8715017,0.0002516308,0.0003478985,0.000006720324],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9288774,0.0005740835,0.06935244,0.0001090921,0.00001178669,0.00003933976,0.00003909643,0.0001327097,0.000864142],"genre_scores_gemma":[0.9883451,0.0003588146,0.01041004,0.00002309363,0.000004555357,0.00001622749,0.00003827344,0.00002538381,0.0007784021],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002356423,"threshold_uncertainty_score":0.004685402,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01133921430615472,"score_gpt":0.2115210925251194,"score_spread":0.2001818782189647,"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."}}