{"id":"W4283209611","doi":"10.2514/6.2022-3535","title":"Ice crystal trajectory simulations in the ICE-MACR compressor rig: fragmentation and melting dynamics","year":2022,"lang":"en","type":"article","venue":"AIAA AVIATION 2022 Forum","topic":"Computational Fluid Dynamics and Aerodynamics","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada","funders":"European Commission","keywords":"Mechanics; Ice crystals; Gas compressor; Materials science; Fragmentation (computing); Meteorology; Physics; Thermodynamics; Computer science","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":[0.0001958175,0.0003373866,0.0003280731,0.0002334372,0.0003788679,0.0003625422,0.0007346859,0.0007210033,0.005105919],"category_scores_gemma":[0.0006398098,0.0001538855,0.0002829536,0.0002828144,0.0003271277,0.0002726138,0.0002905221,0.0004714147,0.0003357268],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005263253,"about_ca_system_score_gemma":0.0006587878,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01082743,"about_ca_topic_score_gemma":0.008712731,"domain_scores_codex":[0.9999212,0.00001053663,0.000002995493,0.00001036874,0.00003082358,0.00002408463],"domain_scores_gemma":[0.9997811,0.0001096939,0.00001999964,0.00002030535,0.00003895214,0.00002994567],"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":[0.0003728774,0.0002688583,0.007357251,0.00013953,0.00002795048,0.0002958257,0.0002335547,0.9539583,0.0210483,0.002383832,0.0019291,0.01198467],"study_design_scores_gemma":[0.0000234818,0.00008800894,0.002115759,0.000007699801,0.000002705167,0.00002178249,0.00004553651,0.99303,0.0038961,0.0001568356,0.0006041505,0.000007892935],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9739996,0.0000766054,0.01148051,0.000152811,0.00002372084,0.0001053737,0.002345165,0.000517903,0.01129834],"genre_scores_gemma":[0.9892973,0.00004937943,0.007092734,0.00001957349,0.000004880616,0.00008597918,0.001242352,0.00008559057,0.002122348],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01082743,"threshold_uncertainty_score":0.02152878,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005594457497153519,"score_gpt":0.2151590588985196,"score_spread":0.209564601401366,"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."}}