{"id":"W2120275226","doi":"10.2514/6.2000-630","title":"Numerical simulation of a hot-air anti-icing system","year":2000,"lang":"en","type":"article","venue":"38th Aerospace Sciences Meeting and Exhibit","topic":"Icing and De-icing Technologies","field":"Engineering","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Icing; Computer science; Computer simulation; Environmental science; Meteorology; Aerospace engineering; Simulation; Engineering; Physics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0002366951,0.0002946963,0.0006061572,0.0003288064,0.0005880554,0.0006637963,0.0006183971,0.0007898264,0.002694779],"category_scores_gemma":[0.0007157463,0.0001738366,0.000377569,0.0003227994,0.0007134213,0.0003421652,0.0004262379,0.0004583666,0.0002336728],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007827108,"about_ca_system_score_gemma":0.0009755587,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01295112,"about_ca_topic_score_gemma":0.005104037,"domain_scores_codex":[0.9998415,0.00002983391,0.000005938567,0.00002056602,0.00005770584,0.00004452817],"domain_scores_gemma":[0.9996363,0.000178851,0.00003188244,0.00002703774,0.00008039812,0.00004542975],"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":[0.00005734273,0.00003759226,0.001122476,0.00002432271,0.00001136235,0.0001023262,0.00005320879,0.9915735,0.003836638,0.001129841,0.0001946779,0.001856641],"study_design_scores_gemma":[0.00001066169,0.00003097885,0.0003073277,0.000001944299,0.000003104088,0.00001037611,0.00001466795,0.9981005,0.001099959,0.0001060541,0.0003111738,0.000003307986],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9457284,0.0001430068,0.0309232,0.0001542329,0.00005848107,0.00007858538,0.0002934437,0.0002937282,0.02232682],"genre_scores_gemma":[0.9880837,0.00005770413,0.007553239,0.0000257935,0.00000712607,0.00004601066,0.0001645328,0.00002151827,0.004040458],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01295112,"threshold_uncertainty_score":0.02575147,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009976837577276507,"score_gpt":0.2229156363994355,"score_spread":0.212938798822159,"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."}}