{"id":"W4389542506","doi":"10.1007/978-3-031-33845-8_22","title":"Numerical Simulation of Ice Crystals Growth in Turbofan Engines","year":2023,"lang":"en","type":"book-chapter","venue":"","topic":"Icing and De-icing Technologies","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ansys (Canada)","funders":"","keywords":"Turbofan; Icing; Icing conditions; Mechanics; Aerospace engineering; Ice crystals; Environmental science; Meteorology; Mechanical engineering; Engineering; Physics","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":[0.0001873046,0.0004247998,0.0006893398,0.0003368499,0.0005809322,0.0009920346,0.001044085,0.00144879,0.003897047],"category_scores_gemma":[0.001011939,0.0003968352,0.0004921335,0.0004978039,0.0007489156,0.0006331236,0.0005417815,0.0007488824,0.0004511833],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000931072,"about_ca_system_score_gemma":0.0009230034,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01411347,"about_ca_topic_score_gemma":0.009148038,"domain_scores_codex":[0.9998847,0.00002256482,0.000004700246,0.0000129509,0.00005209895,0.00002303547],"domain_scores_gemma":[0.9996413,0.000222716,0.0000288245,0.00001914256,0.00006416235,0.00002385286],"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":[0.00002507049,0.00002358672,0.0002545702,0.00003222558,0.000008131872,0.00004702165,0.00002651717,0.9898794,0.001598102,0.005325915,0.0005593522,0.00222019],"study_design_scores_gemma":[0.000005646695,0.000005914215,0.00009693376,0.000005482054,0.000001253149,0.000008116829,0.000009352103,0.9979119,0.0004853893,0.0009160379,0.0005505542,0.00000345038],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5088789,0.003534491,0.2086171,0.001967296,0.0008959846,0.0002392504,0.001793293,0.0008121796,0.2732615],"genre_scores_gemma":[0.9299331,0.00109695,0.03094,0.0001888608,0.000114161,0.0001630984,0.0005351045,0.0002216644,0.03680703],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01411347,"threshold_uncertainty_score":0.02806264,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01948165390559872,"score_gpt":0.2255577092735243,"score_spread":0.2060760553679256,"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."}}