{"id":"W4293530484","doi":"10.3390/en15176220","title":"A Multi-Region CFD Model for Aircraft Ground Deicing by Dispersed Liquid Spray","year":2022,"lang":"en","type":"article","venue":"Energies","topic":"Icing and De-icing Technologies","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Computational fluid dynamics; Parametric statistics; Lagrangian particle tracking; Porosity; Mechanics; Context (archaeology); Environmental science; Marine engineering; Computer science; Engineering; Geotechnical engineering; Mathematics; Physics; Geology","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":[0.0003348425,0.0006192385,0.0007155829,0.0004935819,0.0007328375,0.001152592,0.001096396,0.001945522,0.002592986],"category_scores_gemma":[0.0007030781,0.0004733198,0.0009402793,0.0004617682,0.0006954292,0.0007555435,0.0007758829,0.0008850654,0.000394836],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001222026,"about_ca_system_score_gemma":0.001628621,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02773095,"about_ca_topic_score_gemma":0.009476721,"domain_scores_codex":[0.9998513,0.0000335522,0.000009512823,0.00003193742,0.00004333968,0.00003017281],"domain_scores_gemma":[0.9997683,0.000100861,0.00003040688,0.00001248555,0.00006041245,0.00002758507],"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":[0.00002094167,0.00001479193,0.0003453725,0.00001852225,0.000004944447,0.00007578312,0.00003074034,0.9929844,0.001862237,0.003207648,0.0001732099,0.00126144],"study_design_scores_gemma":[0.000005913571,0.000006720153,0.00007113391,0.000002985169,0.000001754602,0.00001043099,0.000005424301,0.9991105,0.0001682832,0.000249817,0.0003631123,0.000003928052],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1899633,0.001795869,0.7633962,0.001176203,0.0002563504,0.0003751297,0.001206019,0.0006866995,0.04114424],"genre_scores_gemma":[0.9189166,0.00108355,0.05843549,0.0001666361,0.00006656574,0.0003811005,0.000494158,0.0001752072,0.02028065],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02773095,"threshold_uncertainty_score":0.05513906,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0200413757886867,"score_gpt":0.2221656836189377,"score_spread":0.202124307830251,"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."}}