{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005429946,0.0000608847,0.0000683532,0.00004460881,0.00001957439,0.00002926907,0.00006232961,0.00004218749,0.0006112782],"category_scores_gemma":[0.00002165709,0.00006452942,0.00001827915,0.0003652876,0.000007728447,0.00007856918,0.00001269831,0.00005036523,0.000115244],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004827936,"about_ca_system_score_gemma":0.00001721844,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001169193,"about_ca_topic_score_gemma":0.00006895202,"domain_scores_codex":[0.9995316,0.000008906699,0.0001648249,0.0001138854,0.00005386571,0.0001268613],"domain_scores_gemma":[0.9997175,0.00002332623,0.000009956981,0.0001723287,0.00004484677,0.00003208934],"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":[0.000008673474,0.0002455007,0.002391302,0.0001141716,0.00003838879,0.000008911902,0.001544118,0.8185349,0.02775952,0.08108918,0.00208123,0.0661841],"study_design_scores_gemma":[0.0001731369,0.000003008339,0.001836865,0.00001522562,0.000008639641,0.000003367969,0.0001589485,0.8777179,0.1080677,0.002184675,0.009672801,0.0001577358],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0461109,0.0003117007,0.9437312,0.0001789386,0.0001002662,0.0001370419,0.000001363239,0.0002101352,0.00921846],"genre_scores_gemma":[0.979857,0.0004524673,0.01876886,0.00004258622,0.00001734053,0.0000438761,0.00004556227,0.00001417097,0.0007581905],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.933746,"threshold_uncertainty_score":0.6693068,"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."}}