{"id":"W4411776223","doi":"10.47176/jcme.44.1.1046","title":"Numerical simulation of supersonic natural gas flow passing through a Laval nozzle to assess the possibility of Dehumidification","year":2025,"lang":"en","type":"article","venue":"Journal of Computational Methods In Engineering","topic":"Gas Dynamics and Kinetic Theory","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Nozzle; Supersonic speed; Natural gas; Mechanics; Choked flow; Flow (mathematics); Environmental science; Engineering; Mechanical engineering; Physics; Waste management","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":[0.0003503152,0.000474421,0.0006920472,0.0004443367,0.0006366582,0.0006948704,0.000700585,0.00112671,0.001186914],"category_scores_gemma":[0.0007986794,0.0002126151,0.0005840587,0.0004965357,0.0005908362,0.000371841,0.0004116544,0.0005007233,0.00009457619],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008318072,"about_ca_system_score_gemma":0.0007660497,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01582721,"about_ca_topic_score_gemma":0.005417321,"domain_scores_codex":[0.9998429,0.00003082258,0.000009712434,0.0000238566,0.00004250259,0.00005025986],"domain_scores_gemma":[0.9995685,0.0002229276,0.00006241552,0.0000181747,0.0000818244,0.00004610377],"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":[0.0002111092,0.0001160978,0.00451549,0.00008474862,0.00002796533,0.0002980788,0.0001195166,0.9795945,0.01090357,0.001602969,0.0002277251,0.002298099],"study_design_scores_gemma":[0.00001211085,0.00004663829,0.00063341,0.000002793133,0.000003689743,0.000008014234,0.00002673557,0.9975585,0.00148684,0.00008136912,0.0001352178,0.000004717399],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9809604,0.0002606734,0.01216128,0.0001677717,0.00005608629,0.00004152213,0.0002528732,0.0001427131,0.005956637],"genre_scores_gemma":[0.9939259,0.0001020532,0.004574712,0.0000159341,0.000004572655,0.00003885026,0.0001386709,0.00001100868,0.001188288],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01582721,"threshold_uncertainty_score":0.03147018,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.054078249515219,"score_gpt":0.422441751121806,"score_spread":0.368363501606587,"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."}}