{"id":"W3212040537","doi":"10.1109/iccc52777.2021.9580225","title":"Edge Intelligence Enabled Soft Decentralized Authentication in UAV Swarm","year":2021,"lang":"en","type":"article","venue":"","topic":"UAV Applications and Optimization","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Computer science; Authentication (law); Robustness (evolution); Software deployment; Situation awareness; Distributed computing; Computer network; Computer security; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004850506,0.0003947786,0.000600333,0.0002659573,0.0004170553,0.0005572477,0.0005454162,0.000429963,0.0006731616],"category_scores_gemma":[0.001306476,0.0001561621,0.0003188605,0.0002690032,0.0005317463,0.0008022177,0.0009022841,0.0004955428,0.0001583609],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003957757,"about_ca_system_score_gemma":0.0004829874,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002650805,"about_ca_topic_score_gemma":0.001827516,"domain_scores_codex":[0.9995736,0.0001154333,0.00002038825,0.00009928848,0.000101613,0.00008961776],"domain_scores_gemma":[0.9993693,0.0002085991,0.0001435651,0.0001237299,0.0001129381,0.0000418611],"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":[0.0003699321,0.00005444445,0.001920095,0.0000483591,0.00003424011,0.0002150239,0.0001363661,0.9208894,0.01351006,0.008816835,0.0007167858,0.05328857],"study_design_scores_gemma":[0.000004435992,0.00003403697,0.0001443752,0.000001353848,0.000003037155,0.00001463843,0.000008336711,0.9977934,0.001018549,0.0008835656,0.00009117064,0.000003200654],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1798135,0.0003027707,0.8163993,0.0001664606,0.00006305492,0.00003391493,0.00003143977,0.0005347282,0.002654915],"genre_scores_gemma":[0.9888632,0.00003454301,0.01051095,0.00001823013,0.000005306606,0.000008961342,0.00001140392,0.000005147589,0.0005422262],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002650805,"threshold_uncertainty_score":0.00527072,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009651389343439825,"score_gpt":0.2233564022036829,"score_spread":0.2137050128602431,"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."}}