{"id":"W4362672268","doi":"10.1016/j.iot.2023.100780","title":"Internet of Things (IoT) security dataset evolution: Challenges and future directions","year":2023,"lang":"en","type":"article","venue":"Internet of Things","topic":"Network Security and Intrusion Detection","field":"Computer Science","cited_by":175,"is_retracted":false,"has_abstract":false,"ca_institutions":"National Research Council Canada; University of New Brunswick","funders":"","keywords":"Computer science; Intrusion detection system; Internet of Things; Computer security; Key (lock); Protocol (science); Automation; Artificial intelligence; 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":[0.0005686499,0.0001592583,0.0002620812,0.0002517601,0.00005032686,0.00005402667,0.0007499095,0.0001461708,0.0000501221],"category_scores_gemma":[0.00005395146,0.0001512852,0.00008103896,0.0003886758,0.0001227021,0.0009305818,0.0008066187,0.0003076077,0.0000310116],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003812469,"about_ca_system_score_gemma":0.00002020325,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006844628,"about_ca_topic_score_gemma":0.00004561576,"domain_scores_codex":[0.9985987,0.00009433126,0.0003726199,0.0004116825,0.0003099306,0.0002127234],"domain_scores_gemma":[0.9990033,0.0001114968,0.0002428974,0.0004590657,0.0001063048,0.00007692992],"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":[0.000127803,0.0003736626,0.0003224451,0.0007921692,0.0003339034,0.00003926037,0.1528478,0.00001155628,0.001353994,0.3277881,0.1477213,0.3682881],"study_design_scores_gemma":[0.0006961589,0.0007622905,0.00433945,0.0005519107,0.00004583089,0.0001588804,0.001064651,0.2217199,0.00939873,0.05724885,0.7034603,0.000553007],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8405119,0.03994471,0.05663318,0.0268339,0.01569133,0.001289509,0.0002531254,0.002642307,0.01620002],"genre_scores_gemma":[0.9937854,0.003315697,0.001986383,0.0002546872,0.0002628351,0.00001076817,0.00004756183,0.00001363105,0.0003229727],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.555739,"threshold_uncertainty_score":0.616923,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01950765477611266,"score_gpt":0.2426392595627827,"score_spread":0.22313160478667,"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."}}