{"id":"W7161757897","doi":"10.82308/20574","title":"Computational fluid dynamics in mesoscopic nozzles","year":2016,"lang":"en","type":"dissertation","venue":"","topic":"Aerodynamics and Acoustics in Jet Flows","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Hagen–Poiseuille equation; Computational fluid dynamics; Nozzle; Mesoscopic physics; Solver; Compressibility; Transonic; Compressible flow; Fluid dynamics","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":[0.0003947161,0.00036065,0.0007205843,0.0003763952,0.0004137259,0.0009013591,0.000480895,0.0007789421,0.001773105],"category_scores_gemma":[0.00113368,0.0002288717,0.0007274959,0.0004213766,0.0008216093,0.000872139,0.001106711,0.0009070276,0.0002895413],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005334093,"about_ca_system_score_gemma":0.0007673278,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001107608,"about_ca_topic_score_gemma":0.0005819516,"domain_scores_codex":[0.9997281,0.00004868095,0.000009648361,0.00006054215,0.0001054434,0.00004754192],"domain_scores_gemma":[0.9996274,0.0001560097,0.00004240736,0.00004833319,0.00008041687,0.00004544061],"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":[0.0001004753,0.00007992291,0.003034203,0.0002507109,0.00004778053,0.0005854084,0.0002637024,0.7767745,0.06633619,0.1206762,0.002314039,0.02953689],"study_design_scores_gemma":[0.00004501772,0.00006150048,0.002237005,0.0000358738,0.000009963771,0.0002609687,0.00004922798,0.9563193,0.01119106,0.01789035,0.01186259,0.00003703459],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4006227,0.005914937,0.5435544,0.001235332,0.0006148,0.0001565009,0.0006657446,0.0009903185,0.04624532],"genre_scores_gemma":[0.8833513,0.001680831,0.1064698,0.0001514116,0.0001319542,0.0001038171,0.0002832217,0.0001781888,0.007649395],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001773105,"threshold_uncertainty_score":0.005931675,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003643722562132392,"score_gpt":0.2168023211670256,"score_spread":0.2131585986048932,"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."}}