{"id":"W4417041523","doi":"10.1115/1.4070564","title":"Sensitivity Analysis of Phase Change Modeling for Non-Ideal Fluids in Turbomachinery Applications","year":2025,"lang":"en","type":"article","venue":"Journal of Engineering for Gas Turbines and Power","topic":"nanoparticles nucleation surface interactions","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Turbomachinery; Sensitivity (control systems); Phase change; Two-fluid model; Supersonic speed; Condensation; Numerical modeling; Nozzle; Phase (matter); Stagnation temperature","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":[0.002135025,0.0005815864,0.000472453,0.0007279373,0.0003070822,0.0006706499,0.0003983665,0.0007393619,0.0005944768],"category_scores_gemma":[0.006989497,0.0002571896,0.0007027039,0.0004230138,0.0004359876,0.0005124679,0.0005781116,0.0005776844,0.00006270254],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007048189,"about_ca_system_score_gemma":0.0003844397,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00412715,"about_ca_topic_score_gemma":0.001573893,"domain_scores_codex":[0.9990928,0.0005035872,0.00004418765,0.0000859455,0.000205112,0.00006843905],"domain_scores_gemma":[0.9914449,0.007486851,0.000382517,0.0003449665,0.0002986293,0.00004215267],"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":[0.0001051291,0.0000545492,0.002719614,0.00007950317,0.00003954126,0.00004618784,0.00002678383,0.9856387,0.006784807,0.001111776,0.00006821909,0.003325206],"study_design_scores_gemma":[0.000005066506,0.00009127043,0.0009205573,0.000007490425,0.00001044292,0.00001141794,0.00001318823,0.9892368,0.009144408,0.0003991097,0.0001515961,0.000008633119],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8877057,0.0006242511,0.107933,0.0001745555,0.00003848043,0.0001385312,0.0003367758,0.0002193889,0.002829251],"genre_scores_gemma":[0.9962967,0.0000718667,0.003391956,0.00001135673,0.000002371347,0.0000270639,0.00005363894,0.000009242808,0.0001358533],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00412715,"threshold_uncertainty_score":0.01129121,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01563901387532952,"score_gpt":0.2768333652608657,"score_spread":0.2611943513855362,"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."}}