{"id":"W4381619342","doi":"10.11159/ffhmt23.002","title":"Aircraft/Aeroengine Icing Physics and Innovative Strategies for Inflight Icing Mitigation","year":2023,"lang":"en","type":"article","venue":"Proceedings of the ... International Conference on Fluid Flow, Heat and Mass Transfer","topic":"Icing and De-icing Technologies","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Icing; Aerospace engineering; Aeronautics; Environmental science; Icing conditions; Engineering; Meteorology; Physics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.0001676793,0.000421838,0.0002560665,0.0005195844,0.0002958863,0.0007482815,0.0004053869,0.0006306063,0.001656955],"category_scores_gemma":[0.0001490069,0.0001453169,0.0003473687,0.0002323505,0.0004148896,0.0009375737,0.0003477295,0.0005957161,0.0002471615],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006519265,"about_ca_system_score_gemma":0.0005213584,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001797376,"about_ca_topic_score_gemma":0.002493117,"domain_scores_codex":[0.9999112,0.00001053528,0.00000248686,0.00001665562,0.00003622608,0.00002289503],"domain_scores_gemma":[0.9999245,0.00001265829,0.00001908182,0.000005322968,0.0000223915,0.00001594455],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001819639,0.0002406239,0.003089801,0.001868446,0.00009079937,0.0005684993,0.0002111455,0.03185861,0.7118951,0.0344772,0.008515166,0.2070027],"study_design_scores_gemma":[0.00006920765,0.001589202,0.01978795,0.0005033512,0.0002407935,0.001166085,0.002253887,0.3841769,0.3703051,0.04268403,0.1770127,0.0002108671],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4271404,0.2024772,0.2693765,0.01138174,0.001766624,0.0003167012,0.0005500538,0.0008266871,0.086164],"genre_scores_gemma":[0.8966451,0.05532644,0.03754443,0.0008769176,0.0003959535,0.00008057964,0.0001969706,0.00003258558,0.008901064],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001797376,"threshold_uncertainty_score":0.005543053,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02225257915667283,"score_gpt":0.237730958908775,"score_spread":0.2154783797521021,"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."}}