{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003391255,0.0005100038,0.0003052415,0.0003569906,0.000272213,0.0004843668,0.0004289432,0.0005371021,0.005945695],"category_scores_gemma":[0.0003204061,0.0003089457,0.0003952715,0.0002928857,0.0002249208,0.0002772081,0.0004541799,0.0003559597,0.001082868],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004971158,"about_ca_system_score_gemma":0.0009284362,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002068866,"about_ca_topic_score_gemma":0.003498621,"domain_scores_codex":[0.9998529,0.00001356961,0.000004418331,0.00002535431,0.00007265985,0.00003106028],"domain_scores_gemma":[0.999871,0.00003165332,0.00001330475,0.00001455866,0.00005950543,0.000009958525],"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":[0.00014421,0.00007412664,0.002822846,0.0001507006,0.00004858767,0.000230122,0.0001241925,0.8183981,0.1092789,0.006127893,0.003095521,0.05950475],"study_design_scores_gemma":[0.00004189473,0.0003782884,0.002154986,0.00001864106,0.00002613878,0.0001004947,0.00008181426,0.946553,0.04070234,0.001637732,0.008282202,0.00002252632],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.383173,0.0002349021,0.5531577,0.0001836464,0.00006872042,0.000157299,0.001285189,0.001433006,0.06030653],"genre_scores_gemma":[0.7710136,0.0001363426,0.212394,0.00008257815,0.00001122626,0.000275359,0.0006372366,0.0003359851,0.01511378],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005945695,"threshold_uncertainty_score":0.01989031,"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."}}