{"id":"W2312462233","doi":"10.1115/gt2014-26455","title":"Research of Temperature Characteristics of Non-Equilibrium Condensation in Transonic Steam Flow","year":2014,"lang":"en","type":"article","venue":"","topic":"Combustion and Detonation Processes","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Transonic; Condensation; Mechanics; Nozzle; Shock (circulatory); Turbulence; Shock wave; Thermodynamics; Flow (mathematics); Two-phase flow; Materials science; Computational fluid dynamics; Physics; Aerodynamics","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":[],"consensus_categories":[],"category_scores_codex":[0.0003363216,0.00004905706,0.0001260029,0.0001887224,0.000007376922,0.00000743683,0.00006909818,0.00006613739,0.0001856845],"category_scores_gemma":[0.00006385455,0.00004744171,0.00001786244,0.0003125628,0.00002610212,0.00007551596,0.000006819781,0.0001313649,0.000007333986],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001725028,"about_ca_system_score_gemma":0.00002443273,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005273309,"about_ca_topic_score_gemma":0.00001961948,"domain_scores_codex":[0.9994122,0.0000254892,0.0002260962,0.0000657319,0.0001792185,0.00009128256],"domain_scores_gemma":[0.9995692,0.00009569851,0.00001684283,0.0001012706,0.000193941,0.00002301285],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00006822868,0.0001583882,0.003750863,0.002016554,0.00002604005,0.000001075675,0.001812396,0.03593243,0.9294801,0.00538929,0.001216734,0.02014789],"study_design_scores_gemma":[0.0009897843,0.0001154575,0.07995297,0.0001497507,0.000005634121,0.000001568166,0.0003608019,0.5186917,0.397751,0.0005883955,0.00121731,0.0001755635],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9918488,0.00003469186,0.002087353,0.00005823992,0.00008377076,0.00008021963,0.000006591385,0.0000351784,0.005765204],"genre_scores_gemma":[0.9993645,0.00002403014,0.0002833807,0.000009293159,0.00001905666,0.000004030338,0.00001043789,0.00000851497,0.0002767695],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.531729,"threshold_uncertainty_score":0.2033115,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01684540253436048,"score_gpt":0.278718240451264,"score_spread":0.2618728379169035,"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."}}