{"id":"W3004786290","doi":"10.82308/38404","title":"An uncoupled multiphase approach towards modeling ice crystals in jet engines","year":2010,"lang":"en","type":"article","venue":"Open MIND","topic":"Icing and De-icing Technologies","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Jet (fluid); Mechanics; Materials science; Environmental science; Geology; Physics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003339266,0.0007200046,0.0007119339,0.0004906553,0.0005457602,0.001298056,0.001218124,0.001804368,0.001994101],"category_scores_gemma":[0.001310715,0.0008720032,0.000981985,0.0004194971,0.0006619435,0.0008293968,0.00104358,0.0009838312,0.0002669145],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008568023,"about_ca_system_score_gemma":0.001612932,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02798155,"about_ca_topic_score_gemma":0.0162381,"domain_scores_codex":[0.9998817,0.00003221997,0.000006970888,0.00002348503,0.00003507713,0.00002063947],"domain_scores_gemma":[0.9995784,0.0002354813,0.0000478084,0.00002313564,0.00007826603,0.00003693325],"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":[0.00001296429,0.000009988001,0.0002459934,0.00001573745,0.000007947287,0.00002326917,0.00001184407,0.9972493,0.0005240035,0.0007653101,0.00005296219,0.001080658],"study_design_scores_gemma":[0.000003323047,0.000003424565,0.00003773671,0.000001639927,0.000001338225,0.000001826389,0.000003425747,0.9995265,0.0000707475,0.0002237003,0.0001251539,0.000001276336],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2502318,0.00128981,0.7306992,0.0006460138,0.0001906987,0.000198341,0.0007193669,0.000766794,0.01525778],"genre_scores_gemma":[0.9016686,0.0007355811,0.08697333,0.0001470581,0.00008181974,0.0003128609,0.0004655138,0.0002340693,0.009381155],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02798155,"threshold_uncertainty_score":0.05563736,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03825716734351743,"score_gpt":0.2917677084444118,"score_spread":0.2535105411008944,"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."}}