{"id":"W4210674468","doi":"10.1109/prdc53464.2021.00026","title":"Are you for Real? Authentication in Dynamic IoT Systems","year":2021,"lang":"en","type":"article","venue":"","topic":"Smart Grid Security and Resilience","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Computer science; Drone; Denial-of-service attack; Cyber-physical system; Authentication (law); Computer security; Exploit; Stability (learning theory); Distributed computing; The Internet; Operating system; Machine learning","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001618417,0.0004260681,0.0003951306,0.0006475578,0.0006867792,0.001171753,0.0005440732,0.000846314,0.001789499],"category_scores_gemma":[0.01189508,0.0002595093,0.0002343292,0.0004212385,0.001174828,0.002631576,0.001199989,0.0007047716,0.0008343224],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005599668,"about_ca_system_score_gemma":0.0006076382,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001524265,"about_ca_topic_score_gemma":0.0009829327,"domain_scores_codex":[0.9984768,0.0005235786,0.0001302321,0.000274427,0.0004578233,0.0001372227],"domain_scores_gemma":[0.9952174,0.002073087,0.0006078993,0.001290593,0.0006919702,0.0001189615],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001976222,0.0002604395,0.0451317,0.0005314443,0.0001035154,0.002036321,0.003216738,0.4115044,0.07592402,0.09175403,0.007519599,0.3600415],"study_design_scores_gemma":[0.00004079838,0.0002561678,0.004489106,0.00009092491,0.00002519902,0.0008308939,0.0004415256,0.9171709,0.03522763,0.03286513,0.008508933,0.00005272196],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3158429,0.0004035022,0.6707252,0.000899607,0.0001212566,0.00014624,0.0002449167,0.004036345,0.007580126],"genre_scores_gemma":[0.9688141,0.00008817333,0.02978659,0.00006450486,0.000009418798,0.00002373617,0.00008232347,0.00005973302,0.001071262],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001789499,"threshold_uncertainty_score":0.008559108,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01001334957463371,"score_gpt":0.2328473319598022,"score_spread":0.2228339823851685,"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."}}