{"id":"W4414944661","doi":"10.1139/dsa-2025-0020","title":"Centralized and distributed optimization of advanced air mobility strategic traffic management","year":2025,"lang":"en","type":"article","venue":"Drone Systems and Applications","topic":"Air Traffic Management and Optimization","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Air traffic management; Air traffic control; Game theory; Cruise missile; Traffic flow (computer networking); Key (lock); Bridge (graph theory); Population; Flow network","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":[],"consensus_categories":[],"category_scores_codex":[0.00006185412,0.00008932925,0.0001315239,0.00006121743,0.00006187746,0.00002032162,0.00004756711,0.0000371173,0.000004009793],"category_scores_gemma":[7.125055e-7,0.00009220352,0.00001447335,0.0002466092,0.0000315086,0.0000572527,0.00001629846,0.00003044599,4.506865e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000212374,"about_ca_system_score_gemma":0.000003317448,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003935525,"about_ca_topic_score_gemma":0.000002376356,"domain_scores_codex":[0.9994725,0.00001051407,0.0002233307,0.0001463532,0.00005266144,0.00009465739],"domain_scores_gemma":[0.99975,0.00001208721,0.00003645623,0.0001474931,0.00002540951,0.00002853357],"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":[0.000003193257,0.00002933956,0.00003548188,0.0006493259,0.0000315319,7.475168e-8,0.00001818223,0.9571201,0.00001506552,0.03882437,0.00005814771,0.003215185],"study_design_scores_gemma":[0.000503133,0.00000775166,0.0009657337,0.00005808209,0.00004997908,2.789362e-7,0.00067252,0.9946401,0.00001245163,0.0001024229,0.002891928,0.00009559951],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04850504,0.001311,0.9431294,0.000052002,0.0000578513,0.001546401,0.00005231042,0.0002473916,0.005098583],"genre_scores_gemma":[0.9966398,0.0006478237,0.002031551,0.000003138905,0.000008707704,0.0003102874,0.0001772866,0.000007152022,0.000174206],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9481348,"threshold_uncertainty_score":0.375995,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004942138889339423,"score_gpt":0.2043744998948263,"score_spread":0.1994323610054869,"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."}}