{"id":"W2083537392","doi":"10.1115/imece2009-12595","title":"Experimental and Numerical Investigation of Spatial and Temporal Dispersion of Forced Fuel Oscillations","year":2009,"lang":"en","type":"article","venue":"","topic":"Combustion and flame dynamics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada","funders":"National Research Council Canada","keywords":"Combustor; Mechanics; Dispersion (optics); Combustion; Mixing (physics); Flow (mathematics); Oscillation (cell signaling); Amplitude; Environmental science; Volumetric flow rate; Advection; Turbine; Materials science; Physics; Optics; Thermodynamics; Chemistry","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00001744631,0.0000404681,0.0000669466,0.00003375612,0.00001105185,0.000003586827,0.00001233241,0.00002407826,0.00001784766],"category_scores_gemma":[0.000003756398,0.00003836608,0.00001103762,0.00004157958,0.00002895171,0.00004988964,0.000006868559,0.00002199396,2.025052e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007757113,"about_ca_system_score_gemma":0.00000266549,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002975135,"about_ca_topic_score_gemma":0.000003460892,"domain_scores_codex":[0.9997663,0.000004179091,0.0001009219,0.00004475717,0.00004760524,0.00003619463],"domain_scores_gemma":[0.9998972,0.000008541305,0.00001443095,0.00003782127,0.000009927841,0.00003211582],"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":[0.00003944556,0.00004523042,0.1252001,0.00008866693,0.0000181348,5.436153e-7,0.002541406,0.004366993,0.84512,0.01076064,0.0001453054,0.0116735],"study_design_scores_gemma":[0.0003417463,0.00009635696,0.1588502,0.00001084345,0.000005021938,0.000002015316,0.000195774,0.8185097,0.02164817,0.0002517072,0.00001929284,0.00006924687],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9618318,0.00007017139,0.03728693,0.0000455142,0.00002454332,0.00005034047,0.000002410949,0.00002782094,0.0006604356],"genre_scores_gemma":[0.9982656,0.000006594712,0.001681033,0.000009862766,0.000006666909,4.251573e-7,0.00000919655,0.000002808888,0.00001782984],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8234718,"threshold_uncertainty_score":0.1564524,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008070781885939226,"score_gpt":0.2141654907044813,"score_spread":0.2060947088185421,"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."}}