{"id":"W7098012810","doi":"","title":"STEPHEN GUZIK VENTING OPTIMIZATION OF A PULSE DETONATION ENGINE","year":2003,"lang":"en","type":"article","venue":"","topic":"Aerodynamics and Fluid Dynamics Research","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Detonation; Pulse (music); Work (physics); Deflagration to detonation transition","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000171318,0.00006107662,0.00007641485,0.00008766362,0.00002012636,0.00001351959,0.00005779612,0.00004143205,0.0002144778],"category_scores_gemma":[0.00004495484,0.00006293092,0.0000269,0.0001979427,0.00001131809,0.0000780231,0.00001026194,0.00006217339,0.000005965577],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000426975,"about_ca_system_score_gemma":0.00001188295,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007182463,"about_ca_topic_score_gemma":0.00001703705,"domain_scores_codex":[0.999493,0.00001246495,0.0001540081,0.00007159784,0.0001347801,0.000134167],"domain_scores_gemma":[0.9997614,0.00001962224,0.00001350449,0.0001053798,0.00006839374,0.00003167864],"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":[8.802583e-7,0.00001058868,0.0002146306,0.00002743017,0.00001229911,5.243402e-7,0.00002993004,0.9783688,0.009251812,0.01006105,0.00001511884,0.00200693],"study_design_scores_gemma":[0.0001350289,0.000008816737,0.0003903898,0.000006048399,0.000003143432,0.000001140465,0.00002254939,0.9973863,0.001783152,0.0001344102,0.00006555199,0.00006351298],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1668749,0.00008957439,0.7972456,0.000008788695,0.00007972492,0.000105499,0.000003359008,0.00008259723,0.03550998],"genre_scores_gemma":[0.9682133,0.00005763878,0.03136653,0.000002622433,0.000008279498,0.000005150495,0.00001934877,0.0000192791,0.0003078504],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8013384,"threshold_uncertainty_score":0.2566248,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007281761430724555,"score_gpt":0.214298834042422,"score_spread":0.2070170726116974,"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."}}