{"id":"W4410020753","doi":"10.4271/2025-01-0162","title":"Empirical Inflow Ratio Adjustment for Hovering Open Rotors with Experimental Validation","year":2025,"lang":"en","type":"article","venue":"SAE technical papers on CD-ROM/SAE technical paper series","topic":"Computational Fluid Dynamics and Aerodynamics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Inflow; Computer science; Environmental science; Physics; Mechanics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001710906,0.0006579402,0.0004255068,0.0007529667,0.0003505602,0.0005729672,0.0008617152,0.0005150732,0.001361148],"category_scores_gemma":[0.007702,0.0002340532,0.000288497,0.0004063422,0.000374823,0.0008550203,0.0005737183,0.0005319194,0.0005178948],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003994175,"about_ca_system_score_gemma":0.0002896042,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001404788,"about_ca_topic_score_gemma":0.002042022,"domain_scores_codex":[0.9992607,0.000195247,0.0000699695,0.0001357066,0.0002848477,0.00005360892],"domain_scores_gemma":[0.9973534,0.00113568,0.0002649922,0.0005165605,0.0006886428,0.00004066586],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001232781,0.00161052,0.05568039,0.0005117775,0.00007444207,0.0004531395,0.0005894361,0.4381135,0.1591822,0.001962959,0.003045825,0.337543],"study_design_scores_gemma":[0.00005302639,0.001010614,0.02328739,0.00004153754,0.00002803666,0.0001259804,0.000152909,0.878629,0.09397715,0.0004376305,0.002209212,0.00004757354],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7701518,0.0001934766,0.2238796,0.00008368867,0.0001116551,0.0001703684,0.0003029067,0.001791613,0.003314928],"genre_scores_gemma":[0.9738884,0.00005314415,0.02515807,0.00002257423,0.000006617489,0.00006085272,0.0002838979,0.00006664963,0.0004598425],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001710906,"threshold_uncertainty_score":0.009048223,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01250128824090861,"score_gpt":0.2779241019234937,"score_spread":0.2654228136825851,"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."}}