{"id":"W2046949558","doi":"10.1134/s1063771011030201","title":"An alternative approach for measuring the scattered acoustic pressure field of immersed single and multiple cylinders","year":2011,"lang":"en","type":"article","venue":"Acoustical Physics","topic":"Ultrasonics and Acoustic Wave Propagation","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Deconvolution; USable; SIGNAL (programming language); Impulse response; Acoustics; Blind deconvolution; Scattering; Specular reflection; Impulse (physics); Computer science; Optics; Range (aeronautics); Physics; Materials science; Mathematics; Mathematical analysis","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001070256,0.0001355666,0.0001577684,0.00001632705,0.00006815138,0.00002017839,0.0001498096,0.00006629058,0.000005045086],"category_scores_gemma":[0.000105236,0.0001064754,0.00004438741,0.00006175815,0.00008211108,0.0001154533,0.00002037141,0.0001376407,5.003582e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001138461,"about_ca_system_score_gemma":0.000008832512,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002145758,"about_ca_topic_score_gemma":0.000001149054,"domain_scores_codex":[0.9993152,0.00001736233,0.0001671498,0.0001699425,0.0001292078,0.0002011108],"domain_scores_gemma":[0.9993311,0.0002919403,0.00004274062,0.0001946725,0.00008032781,0.00005928038],"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":[0.00008333987,0.0003184839,0.0002790525,0.0004482268,0.0002233827,6.093431e-7,0.002022675,0.4268893,0.5570725,0.0005193203,0.0001007547,0.0120424],"study_design_scores_gemma":[0.0003372525,0.0001264464,0.0002735536,0.00001601595,0.0001555573,9.210749e-7,0.0003790924,0.9028887,0.09366658,0.002023889,0.000003327064,0.0001286413],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06462742,0.00005212451,0.9342239,0.000007762279,0.0001047401,0.0003255889,0.00003238867,0.00004871091,0.0005773045],"genre_scores_gemma":[0.9869762,0.000007182358,0.01277311,0.00003652058,0.0001391645,0.00002085959,0.00001197756,0.00003066659,0.000004305979],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9223488,"threshold_uncertainty_score":0.4341942,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03809710722194341,"score_gpt":0.2281911329181871,"score_spread":0.1900940256962437,"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."}}