{"id":"W4295548916","doi":"10.3390/applmech3030064","title":"Aerodynamic Shape Optimization of an Aircraft Propulsor Air Intake with Boundary Layer Ingestion","year":2022,"lang":"en","type":"article","venue":"Applied Mechanics","topic":"Advanced Aircraft Design and Technologies","field":"Environmental Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada; Carleton University","funders":"","keywords":"Nacelle; Propulsor; Wake; Propulsion; Aerodynamics; Engineering; Automotive engineering; Marine engineering; Environmental science; Computer science; Aerospace engineering","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001770565,0.0001435134,0.0001452571,0.0000559779,0.0002454754,0.000008338834,0.000293817,0.00006148916,0.0006923781],"category_scores_gemma":[0.000008842335,0.0001325864,0.00002000819,0.0004081172,0.00007452774,0.0001667464,0.0002801582,0.0002209985,0.00001310203],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001994753,"about_ca_system_score_gemma":0.00002145009,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001601657,"about_ca_topic_score_gemma":0.0000438275,"domain_scores_codex":[0.9988921,0.00002579987,0.0001754927,0.0003465554,0.0003529956,0.0002070746],"domain_scores_gemma":[0.9994786,0.00001361445,0.00013757,0.0003216453,0.000007932746,0.00004064717],"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":[0.0002518123,0.0002480227,0.00009914969,0.0000145201,0.00001269723,0.000009503549,0.0002127871,0.8473008,0.06157615,0.01184413,0.0000484755,0.07838195],"study_design_scores_gemma":[0.001683893,0.002047865,0.0006974041,0.00001840324,0.00007526616,0.00007049471,0.002669399,0.8885646,0.04797716,0.05101051,0.004261912,0.000923071],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5850273,0.00001765084,0.4123531,0.0001664412,0.00008204963,0.0007848271,0.00001778852,0.0004431285,0.001107722],"genre_scores_gemma":[0.9099222,0.000007645324,0.08962209,0.0001429959,0.000006176868,0.000175638,0.00005258798,0.00002829741,0.0000424098],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3248948,"threshold_uncertainty_score":0.7581055,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008610074621552753,"score_gpt":0.2046061028340766,"score_spread":0.1959960282125239,"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."}}