{"id":"W4400764184","doi":"10.1007/s00348-024-03845-6","title":"Coupled thermoacoustic interactions in hydrogen-enriched lean combustion","year":2024,"lang":"en","type":"article","venue":"Experiments in Fluids","topic":"Combustion and flame dynamics","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Combustion; Thermoacoustics; Hydrogen; Materials science; Thermoacoustic heat engine; Acoustics; Mechanics; Environmental science; Thermodynamics; Physics; Heat exchanger; Chemistry","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":[0.0001012479,0.0001434292,0.0001324091,0.0003076602,0.00002170549,0.00004419698,0.000100164,0.00005235104,0.0004094021],"category_scores_gemma":[0.00001356804,0.0001572495,0.00004111961,0.000411782,0.00002113218,0.000142865,0.00002699542,0.0002721717,0.0001466067],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004764192,"about_ca_system_score_gemma":0.00002124558,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002641977,"about_ca_topic_score_gemma":0.00004326848,"domain_scores_codex":[0.9992319,0.00001671409,0.0002595357,0.0001755029,0.000113101,0.0002032202],"domain_scores_gemma":[0.9997358,0.00004514705,0.000006358443,0.0001623968,0.000008972798,0.00004129647],"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":[0.00002662186,0.000228539,0.001093449,0.0001185121,0.00006882317,0.0001297987,0.007169703,0.2940353,0.6850306,0.00470965,0.0008451561,0.006543824],"study_design_scores_gemma":[0.0003331946,0.00001155683,0.001076284,0.00008705007,0.000004552482,0.00000642689,0.0003572475,0.9945055,0.002466535,0.000205406,0.000779354,0.0001669539],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.980064,0.001645171,0.01217285,0.00002722338,0.001584471,0.0001760919,0.000004078118,0.0004342923,0.003891862],"genre_scores_gemma":[0.9988045,0.00008654844,0.0001663994,0.0000274117,0.00005315085,0.00005943827,0.00002454235,0.00003999483,0.0007379999],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7004701,"threshold_uncertainty_score":0.6412447,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0170030849882167,"score_gpt":0.282987907485679,"score_spread":0.2659848224974624,"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."}}