{"id":"W4385797611","doi":"10.1016/j.mex.2023.102325","title":"Suppression of thermo-acoustic instabilities in horizontal Rijke tube using pulsating radial jets","year":2023,"lang":"en","type":"article","venue":"MethodsX","topic":"Combustion and flame dynamics","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Department of Mechanical Engineering, University of Alberta","keywords":"Tube (container); Mechanics; Acoustics; Radial velocity; Physics; Materials science; Composite material","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005306777,0.0001090156,0.0002025716,0.0001841216,0.00003186494,0.00001175948,0.00008825582,0.0000775224,0.00004887707],"category_scores_gemma":[0.000233278,0.0001112529,0.00005122834,0.0003920641,0.00004281237,0.00008022397,0.00004833038,0.0001651684,0.000003793409],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008182281,"about_ca_system_score_gemma":0.00001752686,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007330998,"about_ca_topic_score_gemma":0.00004220082,"domain_scores_codex":[0.9991587,0.0001276439,0.0002657233,0.0001171041,0.0001212795,0.0002095818],"domain_scores_gemma":[0.9994826,0.0002844023,0.00002691831,0.0001532314,0.00001779562,0.00003510982],"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":[0.00001920949,0.00001628739,0.002510736,0.0002125229,0.00001364635,0.00001236757,0.003568645,0.5330965,0.4061287,0.0001458502,0.00002015767,0.05425538],"study_design_scores_gemma":[0.0002583127,0.00001656609,0.009348303,0.00006943723,0.000008274136,0.000003373505,0.0008345481,0.9829443,0.005917174,0.0004098277,0.00006251098,0.0001273572],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9592599,0.00006522465,0.03907289,0.000007035497,0.0006579338,0.0001038661,0.00001430497,0.0001796466,0.0006392369],"genre_scores_gemma":[0.9770175,0.00001998762,0.0228299,0.000003474619,0.00005498182,0.00000591142,0.000009372207,0.00002978672,0.00002911985],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4498478,"threshold_uncertainty_score":0.453676,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03620624813186739,"score_gpt":0.2989442748054794,"score_spread":0.262738026673612,"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."}}