{"id":"W4408209352","doi":"10.1007/978-3-031-84460-7_48","title":"Strategic Defense Mechanisms for Mitigating Cybersecurity Threats in Distributed Smart Home IoT Networks","year":2025,"lang":"en","type":"book-chapter","venue":"Lecture notes in networks and systems","topic":"Network Security and Intrusion Detection","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Winnipeg","funders":"","keywords":"Computer security; Internet of Things; Internet privacy; Business; Computer science","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":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.00100654,0.0006928712,0.001093048,0.0003184066,0.0002822237,0.0004997483,0.0005885962,0.001531928,0.000006725345],"category_scores_gemma":[0.00003517455,0.0006627663,0.0002234666,0.0003990736,0.00008334566,0.0001360277,0.0002660882,0.001452476,0.00000120864],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002172166,"about_ca_system_score_gemma":0.00009179011,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002289878,"about_ca_topic_score_gemma":0.002511553,"domain_scores_codex":[0.9965795,0.0001714554,0.001007086,0.001156954,0.0003076465,0.0007773605],"domain_scores_gemma":[0.9975001,0.001085447,0.0004496324,0.0006749437,0.000139136,0.0001507295],"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":[0.00007791704,0.00003036383,0.00005854037,0.0003043893,0.00008052892,0.00006635513,0.0002577618,0.4267133,0.000003283107,0.5518411,0.0001961871,0.02037024],"study_design_scores_gemma":[0.0005408301,0.000142103,0.00001233618,0.001767314,0.00002681551,0.00003349394,0.000008053275,0.7617671,0.000002679868,0.2339676,0.001200957,0.0005306455],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0002556761,0.01776334,0.9742538,0.0001499379,0.002916365,0.001489185,0.0000395436,0.0001576005,0.002974526],"genre_scores_gemma":[0.9930516,0.001643642,0.00241314,0.0004035812,0.001137442,0.0001901852,0.0002391606,0.00007017685,0.0008511041],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9927959,"threshold_uncertainty_score":0.9997643,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0183646748820832,"score_gpt":0.229341037191885,"score_spread":0.2109763623098018,"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."}}