{"id":"W2050513182","doi":"10.1145/2598394.2605435","title":"On botnet behaviour analysis using GP and C4.5","year":2014,"lang":"en","type":"article","venue":"","topic":"Network Security and Intrusion Detection","field":"Computer Science","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Botnet; Computer science; Computer security; Malware; The Internet; Feature (linguistics); Network security; Artificial intelligence; Computer network; World Wide Web","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001900623,0.00005787565,0.00009094495,0.0001339519,0.0001137516,0.0001045927,0.0001408773,0.00003706911,0.0000598087],"category_scores_gemma":[0.00001023742,0.00004891531,0.0000405402,0.0004696958,0.00001444579,0.0001702153,0.00008400902,0.00006326115,0.00001217836],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001005957,"about_ca_system_score_gemma":0.000003689916,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001574058,"about_ca_topic_score_gemma":0.00008174088,"domain_scores_codex":[0.9994311,0.00004711452,0.00008751517,0.0002080366,0.0001187997,0.0001074832],"domain_scores_gemma":[0.99962,0.00004151647,0.00003094937,0.0002378636,0.0000167949,0.00005289905],"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":[0.00002452971,0.0002150611,0.01677356,0.00001071685,0.0002189401,0.000008583158,0.0009679037,0.01512851,0.001608883,0.7178707,0.003147293,0.2440254],"study_design_scores_gemma":[0.00008490101,0.0000864817,0.006605531,0.000003047371,0.00003705652,0.000003759601,0.000003653215,0.9877505,0.0007360817,0.003845182,0.0007545998,0.00008918453],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4772893,0.000008309778,0.5207993,0.0001004473,0.00008311581,0.00002039006,1.223359e-7,0.00005403999,0.001644927],"genre_scores_gemma":[0.9892235,0.000004239124,0.01019223,0.0004449465,0.00004147038,6.851696e-7,4.238903e-7,0.000001942125,0.00009051616],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.972622,"threshold_uncertainty_score":0.1994708,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01276387137459196,"score_gpt":0.2399007831654965,"score_spread":0.2271369117909046,"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."}}