{"id":"W4412486814","doi":"10.2514/6.2025-3857","title":"Modelling Unsteady Ice Accretion and Water Runback in Aero Engines","year":2025,"lang":"en","type":"article","venue":"","topic":"Icing and De-icing Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Accretion (finance); Astrobiology; Environmental science; Water ice; Geology; Computer science; Aerospace engineering; Physics; Astrophysics; Engineering","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":[0.0002350986,0.0007178283,0.0005445544,0.0004470414,0.0004496914,0.001234168,0.0008742673,0.001595337,0.001178962],"category_scores_gemma":[0.0007132187,0.000412136,0.0007648523,0.0002868658,0.0006740524,0.0004602436,0.0006995174,0.0005611685,0.0002425837],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006572267,"about_ca_system_score_gemma":0.0009608535,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02320458,"about_ca_topic_score_gemma":0.01110664,"domain_scores_codex":[0.999864,0.00002576229,0.000009336244,0.00002393214,0.0000390669,0.00003796061],"domain_scores_gemma":[0.9997788,0.0001197405,0.0000309197,0.00001253658,0.00003251094,0.00002548736],"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":[0.00002501162,0.00003106744,0.001199673,0.00002352056,0.000006707786,0.00008890335,0.00003517885,0.9950402,0.00185311,0.0004028688,0.00007037141,0.001223447],"study_design_scores_gemma":[0.000004499431,0.00001960907,0.0005095789,0.000003482642,0.000002393655,0.00001022905,0.00001776551,0.9987202,0.0004360341,0.0001086402,0.0001642306,0.000003457702],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9257547,0.0004468017,0.06130684,0.0001857242,0.00005506392,0.0001391498,0.0005007969,0.0002718503,0.011339],"genre_scores_gemma":[0.9910676,0.0002179846,0.005122337,0.00002119665,0.00001359113,0.00008439089,0.0002128522,0.00004354548,0.003216543],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02320458,"threshold_uncertainty_score":0.046139,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01015817009616451,"score_gpt":0.2045469787146011,"score_spread":0.1943888086184365,"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."}}