{"id":"W7127100825","doi":"10.18280/ijsse.151111","title":"Evaluating Blackhole Attack Detection Strategies for Secure Heterogeneous Wireless Sensor Networks","year":2025,"lang":"","type":"article","venue":"International Journal of Safety and Security Engineering","topic":"Security in Wireless Sensor Networks","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Wireless sensor network; Key distribution in wireless sensor networks; Wireless; Wireless network; Packet drop attack","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001465899,0.0005130155,0.0007270506,0.0005563908,0.0002747582,0.001022445,0.001233227,0.0004458252,0.00001161459],"category_scores_gemma":[0.0002479065,0.0005727308,0.0004369189,0.0004404147,0.0001143081,0.001139628,0.0003763536,0.001153682,0.000001115819],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003818418,"about_ca_system_score_gemma":0.0002717335,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001912689,"about_ca_topic_score_gemma":0.00003570267,"domain_scores_codex":[0.9962301,0.0001557579,0.001617778,0.0005462978,0.0008446255,0.000605505],"domain_scores_gemma":[0.9959161,0.0009797717,0.0008311137,0.0003168075,0.001743136,0.0002130824],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0006454274,0.00009926655,0.00004497415,0.0001964991,0.0008876538,0.00008853145,0.002187608,0.9353777,0.001035719,0.006471143,0.00003158781,0.05293394],"study_design_scores_gemma":[0.002057906,0.0003744844,0.0001952798,0.001281126,0.0001328254,0.0006292711,0.0003205816,0.989296,0.001264614,0.00115283,0.002850838,0.0004442582],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2167116,0.004736101,0.7693468,0.000860779,0.007882323,0.0003316942,0.00002707715,0.00005265562,0.00005101828],"genre_scores_gemma":[0.9894875,0.002985847,0.005446239,0.0002201178,0.001785793,0.000007441518,0.000007109327,0.0000375346,0.00002236925],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.772776,"threshold_uncertainty_score":0.9996724,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01762605220960842,"score_gpt":0.2988101724070738,"score_spread":0.2811841201974654,"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."}}