{"id":"W2147423818","doi":"10.1007/11569510_3","title":"APHIDS++: Evolution of A Programmable Hybrid Intrusion Detection System","year":2005,"lang":"en","type":"book-chapter","venue":"Lecture notes in computer science","topic":"Network Security and Intrusion Detection","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Intrusion detection system; Computer science; XML; Computer security; Honeypot; The Internet; Popularity; Operating system","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"],"consensus_categories":[],"category_scores_codex":[0.001127586,0.0004612178,0.0005517442,0.001235565,0.0003473179,0.0002794516,0.001871194,0.0003483979,0.0000127214],"category_scores_gemma":[0.00004901393,0.0004426825,0.0001849279,0.001017812,0.0004552189,0.0008938484,0.000969305,0.0008007314,0.00003932478],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001186586,"about_ca_system_score_gemma":0.0003588627,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001027785,"about_ca_topic_score_gemma":0.0002044758,"domain_scores_codex":[0.9961203,0.00006313693,0.000775896,0.001314285,0.001134692,0.000591723],"domain_scores_gemma":[0.9974857,0.0001514504,0.0005952885,0.001202635,0.0004175341,0.0001474094],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001763737,0.00003012136,0.000005807304,0.0001033353,0.000008031864,0.0000168448,0.0001519835,0.02062787,0.0009932417,0.01373883,0.000005723627,0.9643006],"study_design_scores_gemma":[0.0002999826,0.0004738242,0.00002848364,0.0008922269,0.0000138914,0.0002757653,3.533349e-7,0.9390586,0.02193012,0.03265633,0.003820145,0.0005502863],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.000675922,0.0007650348,0.9932944,0.0001126772,0.002660841,0.0006002009,0.00000274202,0.0003449617,0.001543184],"genre_scores_gemma":[0.8543773,0.00005985287,0.1444012,0.00008167604,0.0009213797,0.00001730252,0.000002536159,0.00002930694,0.000109423],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9637503,"threshold_uncertainty_score":0.9998025,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00799562030582554,"score_gpt":0.2055588273397597,"score_spread":0.1975632070339342,"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."}}