{"id":"W4406681403","doi":"10.1051/e3sconf/202560601002","title":"Critical Development of Electric Fixed-Wing Manned Civil Aircraft","year":2025,"lang":"en","type":"article","venue":"E3S Web of Conferences","topic":"Advanced Aircraft Design and Technologies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Fixed wing; Aerospace engineering; Aeronautics; Wing; Environmental science; 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":[0.0005137596,0.0003661319,0.00005907516,0.0004733767,0.0004087647,0.0008790273,0.0003765971,0.0003747265,0.004721263],"category_scores_gemma":[0.0007607232,0.0001119053,0.0001440501,0.0002139781,0.00056375,0.001026157,0.0007364552,0.0004131158,0.0007784041],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00125306,"about_ca_system_score_gemma":0.001180631,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001370424,"about_ca_topic_score_gemma":0.00131137,"domain_scores_codex":[0.9996994,0.00006951446,0.000008153454,0.00003146935,0.0001444772,0.0000470953],"domain_scores_gemma":[0.9997564,0.00003724521,0.00001832076,0.00002718528,0.0001236014,0.00003724489],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001124615,0.00007668694,0.001947531,0.0005045973,0.00002121312,0.0007494342,0.0005169543,0.01445618,0.03536294,0.5801003,0.01033118,0.3558206],"study_design_scores_gemma":[0.00002378134,0.0006140913,0.005258984,0.0003325459,0.00001554007,0.001018378,0.0007907604,0.009290111,0.02984865,0.0642857,0.8885005,0.00002081191],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2486498,0.01739494,0.06038746,0.005872745,0.0008372192,0.0003003684,0.0002604115,0.0002983289,0.6659988],"genre_scores_gemma":[0.8731255,0.0134581,0.03624995,0.0003744095,0.0001361382,0.0001117377,0.0001886694,0.00006300982,0.0762925],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004721263,"threshold_uncertainty_score":0.01579416,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0143302305130069,"score_gpt":0.2608751330139437,"score_spread":0.2465449025009368,"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."}}