{"id":"W4413215605","doi":"10.1115/gt2025-151797","title":"A Novel Reduced-Order Mathematical Model for Radial Turbines","year":2025,"lang":"en","type":"article","venue":"","topic":"Turbomachinery Performance and Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Turbine; Universality (dynamical systems); Computer science; Range (aeronautics); Wind power; Consistency (knowledge bases); Tensor (intrinsic definition); Mechanical engineering; Mathematics; Engineering; Artificial intelligence; Aerospace engineering; Physics","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":[0.0003398222,0.000623134,0.0007183815,0.0005555665,0.0004134475,0.00103031,0.001117371,0.001333561,0.002085837],"category_scores_gemma":[0.0008369081,0.0003711345,0.0009039794,0.00037053,0.0006475803,0.001051692,0.0006446998,0.0008753764,0.0007187428],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008019785,"about_ca_system_score_gemma":0.0009155204,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007371769,"about_ca_topic_score_gemma":0.00469289,"domain_scores_codex":[0.9998006,0.00004347532,0.000009491108,0.0000384347,0.00008637275,0.00002157647],"domain_scores_gemma":[0.9997379,0.00008260782,0.00004987838,0.00002877548,0.00008555842,0.00001520155],"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":[0.000008654129,0.00001908267,0.0002458107,0.00003227654,0.000005809027,0.00005727549,0.00003667097,0.9764733,0.002606675,0.01673305,0.0004575732,0.003323783],"study_design_scores_gemma":[0.00000146416,0.000004743687,0.00003749974,0.00000156245,0.000001332896,0.000009108076,0.000002261517,0.9977556,0.0001424434,0.001421454,0.0006197914,0.000002879962],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02981217,0.0003466505,0.9524326,0.0004195729,0.00009319126,0.00007472761,0.0003656341,0.00037943,0.01607607],"genre_scores_gemma":[0.8498371,0.0009008543,0.1065928,0.0002778998,0.0001272315,0.0004470164,0.0006058302,0.0002780599,0.04093318],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007371769,"threshold_uncertainty_score":0.01465774,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01185418905633647,"score_gpt":0.2395310553700259,"score_spread":0.2276768663136895,"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."}}