{"id":"W7108449512","doi":"10.32920/29873789","title":"Botnet Detection Mechanism Using Graph Neural Network","year":2025,"lang":"","type":"article","venue":"","topic":"Network Security and Intrusion Detection","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Botnet; Intrusion detection system; Artificial neural network; Graph; Intrusion; Network security","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006136365,0.00061273,0.0006053304,0.001877466,0.0003884432,0.000733533,0.001116503,0.0007518815,0.001006583],"category_scores_gemma":[0.001790613,0.000226449,0.0006852644,0.0007938804,0.0004368617,0.001437194,0.0005551087,0.0007209438,0.000335022],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001373449,"about_ca_system_score_gemma":0.0006443405,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01040275,"about_ca_topic_score_gemma":0.008936114,"domain_scores_codex":[0.9996167,0.00006730285,0.00002294776,0.0001199009,0.000128878,0.00004407977],"domain_scores_gemma":[0.999148,0.0002864754,0.0001215043,0.00008867032,0.0003182279,0.00003711617],"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":[0.0003085953,0.0004544262,0.01316787,0.0002140304,0.0002547902,0.0002844595,0.0001147684,0.5026059,0.02368107,0.01244163,0.01033617,0.4361363],"study_design_scores_gemma":[0.000003618764,0.00002429075,0.0009067534,0.000006293621,0.00001514845,0.00003033363,0.000006554973,0.9941455,0.002582283,0.001731157,0.0005401516,0.000007940244],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1791437,0.001217289,0.801568,0.001318956,0.0002329584,0.0003014542,0.0006067491,0.008408431,0.007202387],"genre_scores_gemma":[0.8646817,0.0007133936,0.1283434,0.0002226123,0.00007690812,0.0001018092,0.0009160521,0.0001080554,0.004836089],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01040275,"threshold_uncertainty_score":0.02068436,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01676286240614423,"score_gpt":0.2442426991836853,"score_spread":0.2274798367775411,"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."}}