{"id":"W6979272214","doi":"","title":"Electronic Warfare Cyberattacks, Countermeasures and Modern Defensive Strategies of UAV Avionics: A Survey","year":2025,"lang":"en","type":"article","venue":"ArXiv.org","topic":"UAV Applications and Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Avionics; Countermeasure; Transponder (aeronautics); Reliability (semiconductor); Electronic countermeasure; Drone; Electronic warfare","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004520406,0.0009087187,0.0005804254,0.002797089,0.0003978338,0.001626389,0.0004161752,0.0007511617,0.002677541],"category_scores_gemma":[0.000809423,0.0002767348,0.000397849,0.002494001,0.0004364721,0.001743508,0.0004868219,0.0006241091,0.0007371588],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000457508,"about_ca_system_score_gemma":0.0007712355,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001183822,"about_ca_topic_score_gemma":0.001313848,"domain_scores_codex":[0.9996076,0.00007019621,0.00004190832,0.00005941225,0.0001829864,0.00003778277],"domain_scores_gemma":[0.9992892,0.0003743621,0.0001255878,0.0000330783,0.0001527015,0.00002515687],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005471894,0.0001231794,0.002857312,0.005614407,0.00009132361,0.0001769105,0.0002400998,0.005983631,0.002639552,0.02690111,0.009287205,0.9460306],"study_design_scores_gemma":[0.00001364581,0.000572284,0.01144724,0.005816173,0.0001839945,0.002013717,0.0008497774,0.007603047,0.00427446,0.02102578,0.9461136,0.00008623116],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01119087,0.9429964,0.01335618,0.0009073382,0.0003602114,0.00005998898,0.0001148173,0.00008232697,0.03093173],"genre_scores_gemma":[0.05961329,0.9269333,0.006498715,0.0003969241,0.000496385,0.00004192951,0.0002068762,0.0000183122,0.005794261],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002797089,"threshold_uncertainty_score":0.008957207,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01361961785010766,"score_gpt":0.2399713402474662,"score_spread":0.2263517223973585,"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."}}