{"id":"W3047229381","doi":"10.18280/ria.340310","title":"Predictive Model for Network Intrusion Detection System Using Deep Learning","year":2020,"lang":"en","type":"article","venue":"Revue d intelligence artificielle","topic":"Network Security and Intrusion Detection","field":"Computer Science","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Intrusion detection system; Computer science; Deep learning; Artificial intelligence; Machine learning","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":[],"consensus_categories":[],"category_scores_codex":[0.000462471,0.0001943118,0.0002413451,0.00006938395,0.000808295,0.0001598834,0.000494768,0.0001466716,0.00001054031],"category_scores_gemma":[0.0001337518,0.000207211,0.0001468067,0.0008005648,0.00004382141,0.0005113439,0.0002371528,0.0003353172,0.00006241607],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001350897,"about_ca_system_score_gemma":0.00003285816,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001125594,"about_ca_topic_score_gemma":0.000009119026,"domain_scores_codex":[0.9981575,0.0001097336,0.0004805834,0.0006211917,0.0001981563,0.0004328484],"domain_scores_gemma":[0.9989661,0.0001437937,0.0002242721,0.0003038633,0.0001918243,0.0001701651],"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":[0.00006033175,0.00001434372,0.000008815744,0.00007269342,0.000009799081,0.000001938798,0.002131222,0.9219187,0.004565917,0.004700475,0.00003023051,0.06648546],"study_design_scores_gemma":[0.00004994098,0.0003104743,0.000001570046,0.00009615853,0.00001618871,0.00001979751,0.0004078214,0.9694578,0.02709345,0.001388969,0.0009441532,0.0002136693],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.008983529,0.000230979,0.9886106,0.0002051721,0.0007107499,0.0005016065,0.000001228994,0.0004782584,0.0002779001],"genre_scores_gemma":[0.9658604,0.00004051987,0.03312496,0.0001646694,0.0006881906,0.00004302661,0.000002587093,0.00002213496,0.00005351181],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9568769,"threshold_uncertainty_score":0.8449818,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0448126767347733,"score_gpt":0.251126127163905,"score_spread":0.2063134504291317,"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."}}