{"id":"W4411798880","doi":"10.1109/access.2025.3584645","title":"Toward Energy Efficiency and Fairness in UAV-Based Task Offloading","year":2025,"lang":"en","type":"article","venue":"IEEE Access","topic":"Age of Information Optimization","field":"Computer Science","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"École de Technologie Supérieure","funders":"Mitacs","keywords":"Computer science; Efficient energy use; Task (project management); Energy consumption","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001016135,0.0006092097,0.0007766348,0.0003391551,0.0005613455,0.0009367763,0.0009579089,0.0005123856,0.001044474],"category_scores_gemma":[0.00290301,0.0002232724,0.0002118777,0.0003733326,0.000549722,0.0007577001,0.000978522,0.0006306866,0.0002117527],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007651668,"about_ca_system_score_gemma":0.001250052,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004112557,"about_ca_topic_score_gemma":0.004845099,"domain_scores_codex":[0.9993492,0.000184531,0.00002666333,0.0001268109,0.0001569623,0.0001557467],"domain_scores_gemma":[0.9991863,0.0003819823,0.0001001288,0.0001061376,0.0001498728,0.00007549953],"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":[0.0002266654,0.0001041511,0.001063017,0.00004752384,0.0000242005,0.00006897765,0.00007648335,0.9308695,0.009576329,0.01080471,0.001144457,0.04599384],"study_design_scores_gemma":[0.000005713532,0.0000204294,0.00008947583,0.000001736,0.000002250267,0.000008665519,0.000008743142,0.996753,0.001042192,0.001814239,0.0002513486,0.000002202622],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.09067582,0.0004016773,0.9036251,0.0002399032,0.00007823906,0.0000602601,0.00004063784,0.0004379442,0.004440477],"genre_scores_gemma":[0.955678,0.00008218039,0.04275295,0.00006217018,0.00002185749,0.00002958943,0.00002427701,0.00004462279,0.001304292],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004112557,"threshold_uncertainty_score":0.00817728,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01507401334839053,"score_gpt":0.2663476048819398,"score_spread":0.2512735915335493,"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."}}