{"id":"W4388496734","doi":"10.18280/ria.370504","title":"A Novel CNN Model with Dimensionality Reduction for WSN Intrusion Detection","year":2023,"lang":"en","type":"article","venue":"Revue d intelligence artificielle","topic":"Antenna Design and Optimization","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Dimensionality reduction; Intrusion detection system; Reduction (mathematics); Computer science; Intrusion; Artificial intelligence; Pattern recognition (psychology); Mathematics; Geology","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":[0.0002043284,0.000122185,0.0001147146,0.0001187809,0.000160702,0.00002637177,0.00007234447,0.00007717095,0.00001773992],"category_scores_gemma":[0.0000315516,0.0001148188,0.00004852582,0.0005119288,0.0000332452,0.0001506323,0.00001526581,0.00009008913,0.0001032331],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005977323,"about_ca_system_score_gemma":0.00001268663,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005885663,"about_ca_topic_score_gemma":0.000007702716,"domain_scores_codex":[0.9992315,0.000007402715,0.0002209381,0.0002217506,0.0001009499,0.0002174726],"domain_scores_gemma":[0.9995833,0.00004028453,0.00003437351,0.0001875171,0.0001043289,0.00005017209],"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":[0.00003605277,0.0000169072,0.000001983852,0.00004252502,0.000007169968,3.762311e-7,0.0002220509,0.8001055,0.190727,0.0004985035,0.0001901723,0.008151814],"study_design_scores_gemma":[0.00004506396,0.00005118459,0.000008727588,0.00004295267,0.00001132902,0.00001161705,0.0002868932,0.8779324,0.1205276,0.0007064825,0.0002397798,0.0001359584],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04036652,0.00002837736,0.9581167,0.0001103503,0.0002653553,0.0003315263,0.000007583209,0.0004823409,0.0002912362],"genre_scores_gemma":[0.9871541,0.00008201534,0.01113896,0.00001200049,0.00008883432,0.00008618538,0.00004097951,0.00003742193,0.001359488],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9469777,"threshold_uncertainty_score":0.4682176,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04446328140966051,"score_gpt":0.2465992211145402,"score_spread":0.2021359397048797,"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."}}