{"id":"W4312788054","doi":"10.1115/gt2022-83166","title":"Validation and Assessment of a Numerical Methodology for Turbulent Liquid Fuel Jets in High-Speed Crossflow","year":2022,"lang":"en","type":"article","venue":"","topic":"Combustion and flame dynamics","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Siemens (Canada)","funders":"","keywords":"Breakup; Injector; Combustion; Jet (fluid); Turbulence; Mixing (physics); Computational fluid dynamics; Mechanics; Liquid fuel; Fuel injection; Evaporation; Nuclear engineering; Mechanical engineering; Environmental science; Engineering; Meteorology; Physics; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004228727,0.00070039,0.0005252843,0.0006738992,0.0007897339,0.001504815,0.001593403,0.001287508,0.001076469],"category_scores_gemma":[0.007567307,0.0003716745,0.0006873368,0.0004266269,0.0007334914,0.0007935453,0.001048498,0.001175942,0.0003336428],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001005845,"about_ca_system_score_gemma":0.001662513,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005433786,"about_ca_topic_score_gemma":0.002271194,"domain_scores_codex":[0.9986298,0.0004349602,0.0001432617,0.0001488919,0.0005620837,0.00008100634],"domain_scores_gemma":[0.9947573,0.00212207,0.0006133529,0.0007231296,0.001640371,0.0001437939],"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":[0.0001358764,0.0003750892,0.005100573,0.0001928607,0.00003704946,0.00009179692,0.0001063602,0.9382017,0.02468463,0.004089233,0.0002367938,0.0267479],"study_design_scores_gemma":[0.00001219336,0.00008963897,0.0003642032,0.00001399109,0.000003644507,0.000007741247,0.00001003161,0.9942715,0.004802013,0.0001734999,0.0002445684,0.000007029911],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.2736448,0.000400547,0.7192475,0.0002315713,0.0001751545,0.0006850535,0.0002615971,0.001181865,0.004171974],"genre_scores_gemma":[0.8405485,0.000169534,0.1578526,0.00003568135,0.00001846686,0.0003807327,0.0003002247,0.0001051554,0.0005892145],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.005433786,"threshold_uncertainty_score":0.0223639,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0413494166536332,"score_gpt":0.3191116328863655,"score_spread":0.2777622162327323,"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."}}