{"id":"W4415070958","doi":"10.1016/j.treng.2025.100397","title":"Blended wing body designs for aerodynamic, stability, and control optimization: A comprehensive review","year":2025,"lang":"en","type":"review","venue":"Transportation Engineering","topic":"Advanced Aircraft Design and Technologies","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"United Arab Emirates University","keywords":"Propulsion; Aerospace; Fuselage; Airworthiness; Payload (computing); Aviation; Aerodynamics; Control (management)","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001141488,0.0003359672,0.0009329183,0.00007128801,0.00006601722,0.00001345534,0.0001650566,0.0001526064,0.00008783407],"category_scores_gemma":[0.00005694129,0.0003197405,0.0001802367,0.0003055696,0.00005119314,0.0001495948,0.000009334291,0.0001707827,0.00000267155],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001072733,"about_ca_system_score_gemma":0.00002889597,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000290947,"about_ca_topic_score_gemma":0.000004259009,"domain_scores_codex":[0.9987094,0.00002298386,0.0005000806,0.0004186934,0.0001241194,0.0002247214],"domain_scores_gemma":[0.9992331,0.0003380896,0.0001392765,0.0002219603,0.0000192454,0.0000483857],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001335468,0.00005788709,0.00002948114,0.262865,0.0002450286,0.00001543447,0.00006354772,0.2010922,0.0001226807,0.0006023234,0.0001554849,0.5347376],"study_design_scores_gemma":[0.001427208,0.0001466908,0.0001579606,0.07164808,0.003437277,0.00001303441,0.00003013891,0.03644291,0.00002955344,0.0001663649,0.8847213,0.001779496],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[8.479577e-7,0.5564228,0.4419576,0.00002615787,0.00003976397,0.001310054,0.0000714704,0.0001580357,0.00001325631],"genre_scores_gemma":[0.00009747531,0.9688835,0.03011324,0.0000486973,0.000008735902,0.0005677136,0.0002255477,0.00003265378,0.00002244505],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8845658,"threshold_uncertainty_score":0.9999255,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02645579968896309,"score_gpt":0.2724703631349373,"score_spread":0.2460145634459742,"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."}}