{"id":"W3166064711","doi":"10.1007/s42401-021-00097-8","title":"Flight management system for hydrogen-powered aircraft in cruise","year":2021,"lang":"en","type":"article","venue":"Aerospace Systems","topic":"Advanced Aircraft Design and Technologies","field":"Environmental Science","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"Concordia University","funders":"","keywords":"Cruise; Minification; Pontryagin's minimum principle; Optimal control; Control theory (sociology); Computer science; Aerospace engineering; Automotive engineering; Mathematical optimization; Engineering; Control (management); Mathematics","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":[0.0002359481,0.0002124337,0.0003086928,0.0000504539,0.0001101086,0.00004825066,0.0002930862,0.0001292904,0.00004109828],"category_scores_gemma":[0.00002729953,0.0002013277,0.00008715205,0.0004544572,0.00007614479,0.0001636197,0.0002181076,0.00009785583,0.000361452],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004565069,"about_ca_system_score_gemma":0.000008950875,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008673262,"about_ca_topic_score_gemma":0.0001314004,"domain_scores_codex":[0.9982976,0.00005628681,0.0003224179,0.0005657406,0.000281539,0.0004764726],"domain_scores_gemma":[0.999175,0.00005095396,0.00009915789,0.0005858326,0.00001343878,0.00007564638],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004053986,0.001760886,0.1774756,0.005799458,0.0006940558,0.006356632,0.00272383,0.08077688,0.4642429,0.1542142,0.06579771,0.03975235],"study_design_scores_gemma":[0.008543577,0.0004368561,0.01062077,0.001719478,0.0001606377,0.0004764746,0.02809107,0.0165732,0.2430324,0.002947312,0.6843307,0.0030675],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.642952,0.00853652,0.2088063,0.002958708,0.004972823,0.009815648,0.0001211903,0.003529706,0.1183071],"genre_scores_gemma":[0.9855553,0.00006068748,0.005160807,0.00003784279,0.00002897141,0.0004975632,0.000009262009,0.00003252206,0.008617066],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.618533,"threshold_uncertainty_score":0.8209907,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01072980304420701,"score_gpt":0.2249029578528173,"score_spread":0.2141731548086103,"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."}}