{"id":"W4413789262","doi":"10.1007/s42405-025-01028-z","title":"A Data-Driven Strategy for Enhanced Multi-disciplinary Design of Transonic Rotors","year":2025,"lang":"en","type":"article","venue":"International Journal of Aeronautical and Space Sciences","topic":"Turbomachinery Performance and Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Carleton University","funders":"Deanship of Scientific Research, Imam Mohammed Ibn Saud Islamic University","keywords":"Transonic; Aerospace engineering; Systems engineering; Computer science; Engineering; Aerodynamics","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":[0.0009783771,0.000906089,0.001087983,0.0006886019,0.0005822698,0.001054731,0.001487621,0.001033158,0.004215566],"category_scores_gemma":[0.001693271,0.0005045033,0.0007332059,0.0004238425,0.0005001325,0.0009920038,0.002158904,0.0008444565,0.0006299255],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004701887,"about_ca_system_score_gemma":0.001138053,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002169596,"about_ca_topic_score_gemma":0.002918508,"domain_scores_codex":[0.9995649,0.0001371731,0.00002666481,0.00007190387,0.0001280518,0.00007118079],"domain_scores_gemma":[0.9993407,0.0001677507,0.00009011171,0.00008968075,0.0002441721,0.00006759716],"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":[0.00009456578,0.00009465087,0.0005236048,0.00006455392,0.00002856998,0.00008024355,0.00007706092,0.9525416,0.006456273,0.004057596,0.0004529446,0.03552829],"study_design_scores_gemma":[0.000008994235,0.00006086271,0.00008141116,0.000005846166,0.000005618473,0.00001248413,0.0000231794,0.9968942,0.0009519009,0.001382339,0.0005689535,0.000004128891],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.04522738,0.0001599299,0.9478082,0.0001820263,0.00005220474,0.0001054786,0.00005185472,0.0002763976,0.006136538],"genre_scores_gemma":[0.7920027,0.0001027882,0.2049848,0.0001118984,0.00002253982,0.000193212,0.0001489518,0.00007855596,0.002354605],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.004215566,"threshold_uncertainty_score":0.01410246,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06097393369895723,"score_gpt":0.3448284071117444,"score_spread":0.2838544734127871,"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."}}