{"id":"W2316647110","doi":"10.2514/6.2003-5187","title":"Suppression of Premature Ignition in the Pre-mixed Inlet Flow of a Shcramjet","year":2003,"lang":"en","type":"article","venue":"39th AIAA/ASME/SAE/ASEE Joint Propulsion Conference and Exhibit","topic":"Computational Fluid Dynamics and Aerodynamics","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Ignition system; Inlet; Flow (mathematics); Mechanics; Environmental science; Computer science; Physics; Engineering; Thermodynamics; Mechanical engineering","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":[0.0004772912,0.0002756905,0.0004178658,0.0001855438,0.0000742903,0.00005514426,0.0001822309,0.0001913258,0.00007395716],"category_scores_gemma":[0.0001294634,0.0002060631,0.00009701705,0.0003200097,0.0000830901,0.0002154969,0.00006228895,0.0003659332,0.000004431438],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003471828,"about_ca_system_score_gemma":0.00006970057,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002589009,"about_ca_topic_score_gemma":0.0002127705,"domain_scores_codex":[0.9982007,0.0001491828,0.0006532151,0.0003034505,0.0004041337,0.0002893158],"domain_scores_gemma":[0.9991431,0.0001196838,0.0001396183,0.0003286039,0.0001897909,0.0000791727],"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":[0.0006210945,0.00168277,0.01129334,0.006743134,0.0002691032,0.00009304197,0.01437934,0.2398078,0.4940776,0.1203525,0.005360694,0.1053196],"study_design_scores_gemma":[0.002345935,0.0004962406,0.1151064,0.001953083,0.00008823417,0.00008185384,0.001266353,0.8309097,0.01609486,0.03018987,0.0007459908,0.0007214496],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9903383,0.0002956553,0.006873577,0.0001884447,0.0002271884,0.0006195104,0.0001204674,0.00004996286,0.001286839],"genre_scores_gemma":[0.9967747,0.0002203503,0.00264195,0.00004378873,0.00003017934,0.00004080069,0.0001740397,0.00002579043,0.00004835705],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5911019,"threshold_uncertainty_score":0.8403007,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01387248451336522,"score_gpt":0.2176924333194388,"score_spread":0.2038199488060735,"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."}}