{"id":"W4410440292","doi":"10.32920/29078597.v1","title":"Beam Design Optimization of a Tandem Wing Aircraft","year":2025,"lang":"en","type":"preprint","venue":"","topic":"Advanced Aircraft Design and Technologies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Tandem; Wing; Aerospace engineering; Aeronautics; Beam (structure); Wing configuration; Computer science; Engineering; Structural 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":[0.0001796971,0.0002079464,0.0002807209,0.00008154838,0.00005496568,0.00001439052,0.0004822878,0.0003140149,0.0008467004],"category_scores_gemma":[0.0001137721,0.000188961,0.00008511744,0.0002337405,0.0001887248,0.00009331266,0.001223328,0.000280569,0.00002122673],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001543533,"about_ca_system_score_gemma":0.00003358207,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006581451,"about_ca_topic_score_gemma":0.000005405996,"domain_scores_codex":[0.9988226,0.00003416199,0.0002952647,0.0004310883,0.0002212464,0.0001955891],"domain_scores_gemma":[0.9992459,0.00009074199,0.0001530137,0.0004685509,0.00001230631,0.0000294581],"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":[0.000005426389,0.00003421722,0.001096986,0.00002269835,0.0000146132,0.000001851577,0.00003489941,0.9885029,0.0008941131,0.0001389932,0.0009331022,0.008320171],"study_design_scores_gemma":[0.001143983,0.0003024519,0.002783745,0.000879481,0.0002340235,0.000007663558,0.0003907614,0.6104905,0.2437213,0.1342563,0.00377254,0.002017238],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0004888296,0.0000772128,0.975415,0.0001419838,0.0001309598,0.0004490054,0.000005882292,0.0003622462,0.02292891],"genre_scores_gemma":[0.1759415,0.0002050821,0.8198298,0.0001066597,0.00001173669,0.00006271964,0.00001128252,0.00001360212,0.003817637],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.3780124,"threshold_uncertainty_score":0.9270775,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0224302599020392,"score_gpt":0.250322834396137,"score_spread":0.2278925744940977,"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."}}