{"id":"W2888491465","doi":"10.2514/1.t5428","title":"Computational Fluid Dynamics Investigation of Transient Effects of Aircraft Ground Deicing Jets","year":2018,"lang":"en","type":"article","venue":"Journal of Thermophysics and Heat Transfer","topic":"Icing and De-icing Technologies","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Computational fluid dynamics; Transient (computer programming); Mechanics; Aerospace engineering; Dynamics (music); Jet (fluid); Materials science; Physics; Computer science; Acoustics; Engineering","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":[0.0001072603,0.00009755737,0.0002545265,0.0001030607,0.00003356466,0.000007934241,0.00007356525,0.00006159832,0.000001045408],"category_scores_gemma":[0.00000520507,0.00008225782,0.00007630845,0.0001147462,0.0001307862,0.00009016239,0.000004057586,0.0001221874,2.512386e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002578912,"about_ca_system_score_gemma":0.00001767341,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001378395,"about_ca_topic_score_gemma":0.000004353217,"domain_scores_codex":[0.9993721,0.0000159712,0.0003055369,0.00005372114,0.0001587355,0.00009393454],"domain_scores_gemma":[0.9996631,0.00009373169,0.00001766978,0.00006664496,0.0001274891,0.00003132415],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001364785,0.0001002902,0.001519074,0.001646353,0.0004430581,0.00001072041,0.008013813,0.08881123,0.8518203,0.009618869,0.00008147788,0.03779832],"study_design_scores_gemma":[0.001236771,0.001054087,0.03385977,0.0008842342,0.0001689858,0.00003200956,0.0001783042,0.1406612,0.804553,0.01716879,0.000006018708,0.0001968171],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8088111,0.0001076771,0.1907459,0.00006214242,0.0001478871,0.00004720008,0.000003063653,0.00002069314,0.00005434587],"genre_scores_gemma":[0.9986357,0.00007663274,0.001190722,0.00001769957,0.0000614997,4.991819e-7,0.000001280051,0.00001509146,8.933316e-7],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1898246,"threshold_uncertainty_score":0.3354377,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006857638632389852,"score_gpt":0.1994148449332445,"score_spread":0.1925572063008547,"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."}}