{"id":"W2772311215","doi":"10.1063/1.5013969","title":"Asymptotic research of transonic gas flows","year":2017,"lang":"lt","type":"article","venue":"AIP conference proceedings","topic":"Computational Fluid Dynamics and Aerodynamics","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Transonic; Aerodynamics; Supersonic speed; Mechanics; Flow (mathematics); Subsonic and transonic wind tunnel; Physics; Nozzle; Mathematics; Classical mechanics; Thermodynamics","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0009879685,0.0003319022,0.0004868405,0.0002593957,0.0005906749,0.0007131053,0.001324474,0.0002505957,0.0001719688],"category_scores_gemma":[0.0003692693,0.0003709473,0.0001577355,0.0002227246,0.0003595872,0.000516953,0.0002626036,0.0008138232,0.0001161394],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001781528,"about_ca_system_score_gemma":0.0003044888,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000230332,"about_ca_topic_score_gemma":0.0001081399,"domain_scores_codex":[0.9973555,0.00001477776,0.0005658339,0.0005157906,0.0007950071,0.0007530499],"domain_scores_gemma":[0.9975169,0.0001394883,0.0001737147,0.0004128154,0.001546365,0.0002107225],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001663752,0.0004704878,0.03477568,0.004119262,0.0005884987,0.0000467328,0.01123293,0.003416679,0.1510378,0.7262012,0.001165292,0.06677909],"study_design_scores_gemma":[0.000510302,0.0001897767,0.02278451,0.000667504,0.00004636609,0.00001275128,0.0003077041,0.9552677,0.0002588089,0.01905883,0.0005360846,0.0003596722],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9658885,0.0003567398,0.007625099,0.001522338,0.0005574708,0.0004218882,0.00005809398,0.00007754326,0.02349234],"genre_scores_gemma":[0.9968632,0.0008509731,0.001331477,0.000009825229,0.0001950536,0.0000221219,0.00001056851,0.00006512212,0.0006516233],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.951851,"threshold_uncertainty_score":0.9998742,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04999984504050389,"score_gpt":0.3096286286935271,"score_spread":0.2596287836530232,"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."}}