{"id":"W2104599282","doi":"10.1109/ultsym.1998.765306","title":"Experimental verification of ensemble model for scattering by microbubbles population in a contrast agent","year":2002,"lang":"en","type":"article","venue":"","topic":"Ultrasound and Cavitation Phenomena","field":"Materials Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Microbubbles; Scattering; Bubble; Contrast (vision); Transducer; Acoustics; Population; Harmonic; Optics; Amplitude; Broadband; Second-harmonic imaging microscopy; Physics; Materials science; Ultrasound; Mechanics; Second-harmonic generation","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":[0.0005699435,0.0003131295,0.0002846183,0.0001350152,0.0001954858,0.0001529695,0.0004138489,0.0004087197,0.0006311387],"category_scores_gemma":[0.001625937,0.0001450559,0.0001788807,0.0001003712,0.0002923094,0.0003933205,0.0002576856,0.0004350429,0.0001727932],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003408233,"about_ca_system_score_gemma":0.0001988302,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001239727,"about_ca_topic_score_gemma":0.0006932139,"domain_scores_codex":[0.9997441,0.00004725177,0.00001079054,0.0000561544,0.0001087141,0.00003290184],"domain_scores_gemma":[0.9993716,0.0003196549,0.00005640754,0.0000855142,0.0001316734,0.00003524515],"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":[0.0001194565,0.00005775461,0.001616773,0.00002383055,0.000007510424,0.00009028566,0.00005820808,0.01940422,0.9746432,0.00124876,0.0000560116,0.002673946],"study_design_scores_gemma":[0.00001212543,0.0002766776,0.001283124,0.00000152245,0.000007209226,0.00008324578,0.00001410611,0.2592103,0.7384966,0.0003262157,0.0002823805,0.000006387471],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9363745,0.0001035117,0.06232844,0.00007760284,0.00001038771,0.00003143795,0.00006123641,0.0001060912,0.0009068254],"genre_scores_gemma":[0.9847717,0.00009060346,0.01433511,0.00001842056,0.000004740251,0.00003996414,0.00008318476,0.00001926849,0.000637103],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001239727,"threshold_uncertainty_score":0.003014147,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03082817834240089,"score_gpt":0.2550718886921899,"score_spread":0.224243710349789,"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."}}