{"id":"W2056145867","doi":"10.1121/1.1538246","title":"Reduced models for the medium-frequency dynamics of stochastic systems","year":2003,"lang":"en","type":"article","venue":"The Journal of the Acoustical Society of America","topic":"Probabilistic and Robust Engineering Design","field":"Decision Sciences","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Office of Naval Research","keywords":"Statistical energy analysis; Frequency domain; Reduction (mathematics); Computer science; Range (aeronautics); Energy operator; Coupling (piping); Probabilistic logic; Frequency band; Vibration; Operator (biology); Polynomial chaos; Energy (signal processing); Algorithm; Statistical physics; Mathematics; Acoustics; Physics; Telecommunications; Statistics; Artificial intelligence","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":[0.005155446,0.0001441022,0.0004973682,0.00002616651,0.0002206672,0.00002959475,0.001801467,0.00008126775,0.00001696474],"category_scores_gemma":[0.006822896,0.0000541753,0.0005560695,0.0005208272,0.0009472423,0.00009156401,0.00008788189,0.0003519623,0.000001180112],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008758298,"about_ca_system_score_gemma":0.0002928691,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002319125,"about_ca_topic_score_gemma":2.543392e-7,"domain_scores_codex":[0.9969831,0.0003001677,0.001029385,0.0001165549,0.001320228,0.0002506062],"domain_scores_gemma":[0.987323,0.01002287,0.001063279,0.0006654056,0.0008385147,0.00008695724],"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":[0.00004267152,0.00005239881,0.000002616252,0.00002333622,0.0001319126,1.087742e-7,0.0005209594,0.9860824,0.001684049,0.002399752,0.008131023,0.0009287107],"study_design_scores_gemma":[0.0002342475,0.0001651506,0.00002736174,0.00006154673,0.0002703492,0.00004406548,0.00357464,0.9296986,0.00006188932,0.06572347,0.00007043428,0.00006820972],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.000728842,0.0009254896,0.9942396,0.002895481,0.0007742716,0.0003092051,0.00002334971,0.000005160757,0.00009859392],"genre_scores_gemma":[0.9591,0.00009042858,0.04039942,0.0001264155,0.0001058263,0.000004084404,1.342283e-7,0.00001453545,0.0001591297],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9583712,"threshold_uncertainty_score":0.8168136,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05371994048544541,"score_gpt":0.3015524605492556,"score_spread":0.2478325200638102,"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."}}