{"id":"W2963327283","doi":"","title":"UNB 2012 침입탐지 데이터셋 기반의 네트워크 비정상 행위 탐지","year":2018,"lang":"ko","type":"article","venue":"예술인문사회융합멀티미디어논문지","topic":"Information and Cyber Security","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Political science","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":[0.005941988,0.0009227616,0.0006059951,0.002184083,0.003740417,0.007480103,0.001675786,0.005842018,0.04897685],"category_scores_gemma":[0.0144507,0.0005791727,0.0006098267,0.001858239,0.001273486,0.003210663,0.002093438,0.006079213,0.02321962],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01260603,"about_ca_system_score_gemma":0.03447768,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2327487,"about_ca_topic_score_gemma":0.2008927,"domain_scores_codex":[0.9941466,0.0004553029,0.000229714,0.0004700671,0.003396059,0.00130226],"domain_scores_gemma":[0.9888931,0.0004594941,0.0004116522,0.0004952535,0.007848609,0.001891889],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0001412339,0.00005088946,0.0006708701,0.0001839514,0.00001005651,0.00006530087,0.0001257867,0.0002834793,0.0007492807,0.04127748,0.9119633,0.0444783],"study_design_scores_gemma":[0.000008995327,0.00001513294,0.001714874,0.0001450076,0.000005742237,0.00002611109,0.0000590168,0.0001050713,0.0005577701,0.00178977,0.9955503,0.00002227435],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.005947515,0.01664471,0.003896811,0.100409,0.02383257,0.0005475646,0.01776014,0.001245453,0.8297163],"genre_scores_gemma":[0.05836202,0.006418275,0.009199442,0.03203285,0.002666648,0.0005503985,0.01149903,0.001024734,0.8782467],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.2327487,"threshold_uncertainty_score":0.4627878,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01490841231467579,"score_gpt":0.2492050076985277,"score_spread":0.2342965953838519,"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."}}