{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001006011,0.0001032181,0.0001347186,0.00005865954,0.00005441129,0.00002931026,0.0000784334,0.00006460174,0.000009113161],"category_scores_gemma":[0.00001803221,0.0001051983,0.00002156599,0.0001815701,0.00003664473,0.0001135355,0.00001874767,0.0001001635,0.000004658068],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004417442,"about_ca_system_score_gemma":0.00006742361,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001095005,"about_ca_topic_score_gemma":0.0006367204,"domain_scores_codex":[0.9994606,0.0000207688,0.0001625589,0.0001358796,0.00006116011,0.0001590151],"domain_scores_gemma":[0.9995749,0.00004483917,0.00002665635,0.0001872393,0.0001458361,0.00002052741],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003638953,0.00007288232,0.7237764,0.0002556561,0.0002744212,0.000001365232,0.0006972718,0.2500656,0.0120028,0.007855652,0.001917506,0.003044059],"study_design_scores_gemma":[0.0004086356,0.00003328661,0.9036565,0.00006014148,0.00004446097,0.000001948332,0.0002736536,0.09017468,0.003333763,0.001139173,0.0006695496,0.0002042248],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9697361,0.002168479,0.02640927,0.00002649098,0.00004010497,0.0001367469,0.0000208371,0.00008379178,0.001378198],"genre_scores_gemma":[0.9990481,0.0006382589,0.0001202325,0.00002198777,0.000009311115,0.00002320168,0.00004463284,0.00001462591,0.00007970367],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1798801,"threshold_uncertainty_score":0.4289863,"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."}}