{"id":"W4283206477","doi":"10.2514/6.2022-3369","title":"Conservative hyperbolic droplet solver for aircraft icing","year":2022,"lang":"en","type":"article","venue":"AIAA AVIATION 2022 Forum","topic":"Icing and De-icing Technologies","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Upwind scheme; Airfoil; Finite volume method; Total variation diminishing; Mathematics; Solver; Applied mathematics; Roe solver; Hyperbolic partial differential equation; Eulerian path; Mechanics; Mathematical analysis; Physics; Mathematical optimization; Riemann solver; Discretization; Lagrangian; Partial differential equation","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":[0.0001919666,0.0001346081,0.0001683248,0.000158758,0.0004054916,0.00002285145,0.0001776696,0.00005495962,0.0001035466],"category_scores_gemma":[0.00008018647,0.0001522212,0.00007431394,0.0003084671,0.00002436845,0.0001078498,0.0001106855,0.0002270427,0.00002415024],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000168886,"about_ca_system_score_gemma":0.00002377383,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004974405,"about_ca_topic_score_gemma":0.00002820109,"domain_scores_codex":[0.9990891,0.00002014601,0.000204957,0.0001771855,0.0001796884,0.0003288965],"domain_scores_gemma":[0.9995301,0.0001268136,0.00004948852,0.0002289651,0.00003970689,0.00002492635],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009910445,0.0001377248,0.02624007,0.0002201762,0.00032718,0.00001724957,0.004406271,0.1631277,0.02158328,0.05608896,0.646323,0.08142932],"study_design_scores_gemma":[0.002785046,0.0007475464,0.007407482,0.00005381167,0.0001144475,0.00004684993,0.0119825,0.4149172,0.1070439,0.03105023,0.4224667,0.001384329],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6605458,0.0004182601,0.3145836,0.008819481,0.003463278,0.001400747,0.0003322862,0.005849946,0.004586662],"genre_scores_gemma":[0.9967669,0.00001283015,0.001264906,0.0006652275,0.00004553828,0.0003197851,0.00008963994,0.00004517301,0.0007900327],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3362211,"threshold_uncertainty_score":0.6207399,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009289485472062965,"score_gpt":0.2089867065885539,"score_spread":0.1996972211164909,"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."}}