{"id":"W2319973819","doi":"10.2514/6.2014-2732","title":"Design Optimization and Staging Assignment for Long-Range Aircraft Operations","year":2014,"lang":"en","type":"article","venue":"","topic":"Advanced Aircraft Design and Technologies","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Military College of Canada","funders":"","keywords":"Range (aeronautics); Duration (music); Automotive engineering; Computer science; Operations research; Engineering; Simulation; Aerospace 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000172187,0.0000871053,0.00007542066,0.00002228378,0.0001770609,0.00003617534,0.00008622436,0.00004224252,0.0002424677],"category_scores_gemma":[0.00005488116,0.00007258003,0.0000136632,0.00007031667,0.00008726462,0.0002362656,0.00006156707,0.00003559175,0.00001919499],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004920934,"about_ca_system_score_gemma":0.000002651823,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001144937,"about_ca_topic_score_gemma":0.00001293296,"domain_scores_codex":[0.999411,0.00002331722,0.00009991099,0.0002159381,0.00009122815,0.0001586231],"domain_scores_gemma":[0.9997269,0.00007859588,0.00001669678,0.0001339307,0.000005365755,0.00003853285],"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":[0.000005534797,0.00002610518,0.00664705,0.000003712582,0.000003711676,3.268998e-7,0.00005564524,0.9694923,0.002514348,0.00108651,0.0004805095,0.01968422],"study_design_scores_gemma":[0.0004469941,0.0001632263,0.002182013,0.00000579531,0.00001097778,0.000002031084,0.00007212775,0.9861836,0.007308386,0.002183317,0.001242024,0.0001995295],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.002137522,0.00001258503,0.9955603,0.000676332,0.00002629342,0.0004130928,9.620931e-7,0.0001761326,0.0009967478],"genre_scores_gemma":[0.515478,0.00001777968,0.4834929,0.0002086233,0.00000827447,0.00008414333,0.000002869853,0.000008728058,0.000698687],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.5133405,"threshold_uncertainty_score":0.2959728,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01792425592851808,"score_gpt":0.2376917174615125,"score_spread":0.2197674615329945,"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."}}