{"id":"W4411573190","doi":"10.1007/978-3-031-95489-4_16","title":"Automatic Weight-Shift Aircraft Control with Experimental Fly-By-Wire Flights","year":2025,"lang":"en","type":"book-chapter","venue":"Mechanisms and machine science","topic":"Adaptive Control of Nonlinear Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Carleton University; University of Ottawa","funders":"","keywords":"Aeronautics; Aerospace engineering; Control (management); Computer science; Engineering; Automotive engineering; Marine engineering; Artificial intelligence","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":[0.0002899167,0.0005770934,0.0006571164,0.0002710873,0.0002784897,0.0001441496,0.000476282,0.0001756412,0.0001750784],"category_scores_gemma":[0.000008763587,0.0004424195,0.00008077839,0.00008949285,0.0002659457,0.0002442111,0.0001060917,0.0003303285,0.00004110867],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001541439,"about_ca_system_score_gemma":0.000121134,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002631518,"about_ca_topic_score_gemma":0.0000309494,"domain_scores_codex":[0.9979187,0.00001286906,0.0003631842,0.0006331803,0.0006282669,0.0004437462],"domain_scores_gemma":[0.9991145,0.00005104211,0.0001104629,0.0004228286,0.00006502093,0.0002361944],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00009369968,0.00009783493,0.000007477898,0.0006268747,0.0005547288,0.0002636424,0.0008001853,0.0004509836,0.0894965,0.8778711,0.004095343,0.02564165],"study_design_scores_gemma":[0.005557773,0.001265616,0.00003940614,0.001821191,0.0003818807,0.0001647784,0.00006356231,0.8530354,0.02196009,0.01606198,0.09661097,0.003037304],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.001224145,0.01630298,0.6587778,0.0004762395,0.002937837,0.002942557,0.000739628,0.001794719,0.3148041],"genre_scores_gemma":[0.8975865,0.00006335125,0.009368603,0.0002842533,0.0002043379,0.00008086067,0.00003078206,0.0001441752,0.09223711],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8963624,"threshold_uncertainty_score":0.9998028,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005053581003435457,"score_gpt":0.194612705810126,"score_spread":0.1895591248066906,"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."}}