{"id":"W2116662145","doi":"10.1007/s00193-012-0396-5","title":"Studies of DDT enhancement approaches for kerosene-fueled small-scale pulse detonation engines applications","year":2012,"lang":"en","type":"article","venue":"Shock Waves","topic":"Combustion and Detonation Processes","field":"Engineering","cited_by":30,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"University of Waterloo; University of Toronto; Government of Jiangsu Province; National Natural Science Foundation of China","keywords":"Detonation; Ignition system; Deflagration to detonation transition; Mechanics; Kerosene; Propulsion; Pulse (music); Materials science; Scale (ratio); Series (stratigraphy); Physics; Thermodynamics; Chemistry; Optics; Geology; Explosive 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":[0.0001390667,0.0001234974,0.0001666091,0.00009906155,0.00006917578,0.0000116688,0.00008303799,0.00004584247,0.00002641816],"category_scores_gemma":[0.00004664139,0.0001178613,0.00005286599,0.0001761755,0.00003359948,0.000147301,0.00002275613,0.00004048528,0.000009316913],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004279877,"about_ca_system_score_gemma":0.00001174914,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":5.246654e-7,"about_ca_topic_score_gemma":0.000009977262,"domain_scores_codex":[0.9993364,0.000008490488,0.0002571919,0.0001096907,0.0001085286,0.0001796478],"domain_scores_gemma":[0.9995005,0.0001203833,0.00005064742,0.000135463,0.0001436083,0.00004938135],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001342648,0.001772479,0.006870538,0.0103672,0.001461474,2.367891e-7,0.01868469,0.07713483,0.2263914,0.09749897,0.004815315,0.5548685],"study_design_scores_gemma":[0.0008246635,0.00006429719,0.003349401,0.00006468873,0.0001231965,0.000002992777,0.003056697,0.03150181,0.9226345,0.003844064,0.0340092,0.0005244946],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3779133,0.01560804,0.5989475,0.0002476918,0.0005777901,0.001414077,0.00005152794,0.0004479637,0.004792152],"genre_scores_gemma":[0.9898492,0.0003157632,0.008381608,0.00001754222,0.0001433695,0.0006083518,0.00004823291,0.00002092295,0.0006150391],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.696243,"threshold_uncertainty_score":0.4806244,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06643171889093948,"score_gpt":0.2797927294757362,"score_spread":0.2133610105847968,"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."}}