{"id":"W2898110693","doi":"10.1115/fedsm2018-83207","title":"Careful Parameter Study to Enhance the Effect of Injecting Heavy Fuel Oil Into a Crossflow Using Numerical Approaches","year":2018,"lang":"en","type":"article","venue":"","topic":"Fluid Dynamics and Heat Transfer","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Sharif University of Technology","keywords":"Sauter mean diameter; Mechanics; Breakup; Turbulence; Spray characteristics; Materials science; Break-Up; Flow (mathematics); Nozzle; Spray nozzle; Physics; Thermodynamics","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":[0.0003402075,0.000176689,0.0002646267,0.00005242911,0.0001016949,0.00005157762,0.0001744181,0.00004463987,0.00002045162],"category_scores_gemma":[0.00003799723,0.0001143338,0.00007059627,0.0002749133,0.00005548958,0.00005950356,0.0000480768,0.0001494979,0.00001492643],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005406057,"about_ca_system_score_gemma":0.000009033557,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000588825,"about_ca_topic_score_gemma":0.0003486533,"domain_scores_codex":[0.9990653,0.00006098078,0.0002400145,0.0002126223,0.0001622061,0.0002588631],"domain_scores_gemma":[0.9994366,0.0001577712,0.000007855117,0.0003033707,0.00003289281,0.00006154302],"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":[0.001247159,0.0009991765,0.1599469,0.003251953,0.001665813,0.0000267157,0.1718696,0.2575769,0.1652476,0.0007406841,0.0003017493,0.2371257],"study_design_scores_gemma":[0.0004593825,0.001981855,0.003324875,0.00006799278,0.00008170208,0.000006725209,0.0009734085,0.9190013,0.07357136,0.0000365342,0.00008133227,0.0004134953],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9457328,0.00006417315,0.05268057,0.00002137444,0.0001925442,0.0002351257,0.000001433772,0.00008837097,0.0009835527],"genre_scores_gemma":[0.9961165,0.000001329844,0.003652963,0.00002789078,0.0001049132,0.00003002132,5.016039e-7,0.0000358177,0.00003009504],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6614245,"threshold_uncertainty_score":0.4662397,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01788566428016767,"score_gpt":0.2742474343545916,"score_spread":0.256361770074424,"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."}}