{"id":"W4409662176","doi":"10.1016/j.iot.2025.101594","title":"Advanced security frameworks for UAV and IoT: A deep learning approach","year":2025,"lang":"en","type":"article","venue":"Internet of Things","topic":"Wireless Signal Modulation Classification","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Thales (Canada); Royal Military College of Canada","funders":"Mitacs","keywords":"Internet of Things; Computer science; Deep learning; Artificial intelligence; Computer security","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000222782,0.00007870148,0.0001323381,0.00009511736,0.00003794332,0.00007484281,0.0003918082,0.0001221852,0.000001596196],"category_scores_gemma":[0.0002097847,0.00007915295,0.00004103645,0.0001529301,0.00004021189,0.0002667021,0.0001636223,0.0002522318,8.442308e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002903147,"about_ca_system_score_gemma":0.00001423457,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001969121,"about_ca_topic_score_gemma":9.324337e-7,"domain_scores_codex":[0.9992755,0.00003386042,0.0001977054,0.000275757,0.0001080906,0.0001090877],"domain_scores_gemma":[0.9993439,0.0001926807,0.000135992,0.0001890567,0.0001120145,0.00002631848],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000063516,0.0001148924,0.002284856,0.0003205942,0.00006087312,4.840444e-7,0.014576,0.004060667,0.004524314,0.6562867,0.0002701161,0.3174371],"study_design_scores_gemma":[0.0002236459,0.00004262215,0.001264044,0.00008932567,0.000004770467,0.00000111727,0.00006773364,0.9664108,0.003899368,0.02666549,0.001257101,0.00007398841],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.07527493,0.0001481335,0.9222381,0.0006361654,0.0001262415,0.0001696475,2.080444e-7,0.00007784531,0.001328691],"genre_scores_gemma":[0.8698299,0.000002856987,0.1295999,0.0002103119,0.00001004207,0.00002592509,0.000002023011,0.000004228413,0.0003147728],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9623501,"threshold_uncertainty_score":0.3227763,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008829708447763224,"score_gpt":0.2545731686682965,"score_spread":0.2457434602205333,"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."}}