{"id":"W4407920631","doi":"10.18280/jesa.580120","title":"Comparative Control Strategies of an Underactuated Aircraft Wing Model","year":2025,"lang":"fr","type":"article","venue":"Journal Européen des Systèmes Automatisés","topic":"Adaptive Control of Nonlinear Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Wing; Underactuation; Control (management); Aeronautics; Computer science; Aerospace engineering; Engineering; Artificial intelligence","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001035512,0.0006777119,0.001711123,0.0005601668,0.0003593804,0.0005855096,0.0006474947,0.0003357717,0.0001377007],"category_scores_gemma":[0.0001558007,0.0006793439,0.0003841814,0.0006111861,0.0004004772,0.002038263,0.00007240148,0.001100277,0.0001256246],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006933485,"about_ca_system_score_gemma":0.001010236,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002339099,"about_ca_topic_score_gemma":0.0001949067,"domain_scores_codex":[0.9952459,0.001006845,0.001936803,0.0003829955,0.0006177663,0.0008097175],"domain_scores_gemma":[0.9969103,0.000561996,0.0007915928,0.0004824217,0.0009199132,0.0003337588],"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":[0.0001244785,0.0002263465,0.0001867302,0.001077105,0.001845426,0.0001966579,0.002672265,0.93422,0.009863933,0.01611951,0.001965602,0.03150197],"study_design_scores_gemma":[0.002630368,0.0003445557,0.03479014,0.003134365,0.0004266831,0.000406444,0.002590557,0.9452829,0.0003422278,0.008846711,0.0007546223,0.0004503905],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2308947,0.02252117,0.7285494,0.0006679786,0.002276499,0.0006731248,0.000168324,0.0003649564,0.01388386],"genre_scores_gemma":[0.971649,0.0001992112,0.02456329,0.00007131427,0.0004575951,0.00001157276,0.00001058196,0.0001026372,0.002934808],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7407543,"threshold_uncertainty_score":0.9995658,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02911390360681776,"score_gpt":0.2907714092786619,"score_spread":0.2616575056718441,"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."}}