{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001066277,0.0006615067,0.0005806384,0.0003555708,0.0009157664,0.0009903205,0.002503117,0.0004705272,0.004724657],"category_scores_gemma":[0.0001142904,0.0006561361,0.0003300854,0.001253698,0.0005818283,0.003505801,0.001081385,0.0006926192,0.0348236],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001966023,"about_ca_system_score_gemma":0.0004709223,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002450167,"about_ca_topic_score_gemma":0.0001927441,"domain_scores_codex":[0.9951456,0.0002511011,0.001086616,0.0009085835,0.001134273,0.001473893],"domain_scores_gemma":[0.9959487,0.0001222321,0.0004979352,0.002090793,0.0007063698,0.0006340223],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009081022,0.0006010524,0.001476559,0.0001936624,0.0001875111,0.00007424512,0.03797312,0.00001426655,0.0003708105,0.3736155,0.4538443,0.1315581],"study_design_scores_gemma":[0.001453108,0.0005770228,0.007952128,0.0001613402,0.00005278398,0.000104286,0.0004364449,0.02734758,0.004738579,0.00401575,0.9519002,0.00126082],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0972196,0.003440348,0.2009906,0.01952482,0.0318132,0.002170149,0.0002200548,0.002085239,0.642536],"genre_scores_gemma":[0.9610198,0.0002027545,0.00561895,0.008993945,0.002678734,0.00003649649,0.0000397823,0.0000592922,0.02135026],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8638002,"threshold_uncertainty_score":0.999589,"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."}}