{"id":"W4411952201","doi":"10.4050/f-0081-2025-0286","title":"Open Loop Higher Harmonic Control Flight Testing on X2&amp;reg; Aircraft","year":2025,"lang":"en","type":"article","venue":"","topic":"Aerospace and Aviation Technology","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lockheed Martin (Canada)","funders":"","keywords":"Loop (graph theory); Control theory (sociology); Harmonic; Harmonic analysis; Control (management); Aeronautics; Open-loop controller; Computer science; Aerospace engineering; Automotive engineering; Control engineering; Engineering; Physics; Closed loop; Mathematics; Electronic engineering; Acoustics; 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":[],"consensus_categories":[],"category_scores_codex":[0.00007600297,0.0001314329,0.0001810754,0.00009005227,0.00006561392,0.00006409136,0.0003640071,0.0001252008,0.0003882451],"category_scores_gemma":[0.00005365217,0.0001177392,0.00002944558,0.0003123941,0.00001910644,0.0001017026,0.00008401798,0.0001837317,0.0006678378],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006239471,"about_ca_system_score_gemma":0.00001628737,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003073863,"about_ca_topic_score_gemma":0.00004427884,"domain_scores_codex":[0.9993592,0.00001010623,0.0001617466,0.0001773919,0.00006464463,0.0002269437],"domain_scores_gemma":[0.9995175,0.0001065305,0.00001968191,0.0002914842,0.00003347401,0.00003133003],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004891946,0.0001969377,0.02776912,0.0001589856,0.0004678953,0.00002548718,0.0000682942,0.01501155,0.1002084,0.1705697,0.6074218,0.07805285],"study_design_scores_gemma":[0.006539006,0.0002122224,0.03827536,0.0003042356,0.0001100513,0.000005258336,0.0000877111,0.0267819,0.1157788,0.008506215,0.8021454,0.001253795],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1602243,0.000787932,0.1032911,0.02065036,0.001768967,0.001336729,0.00001672392,0.005674077,0.7062498],"genre_scores_gemma":[0.9475828,0.000008819888,0.00212376,0.001302789,0.00003543515,0.00004887193,0.00000378357,0.0000206191,0.04887316],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7873585,"threshold_uncertainty_score":0.8583927,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0231008243540779,"score_gpt":0.2574154784208229,"score_spread":0.234314654066745,"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."}}