{"id":"W4384835165","doi":"10.1145/3610381.3610387","title":"A Retrospective on Campus Network Traffic Monitoring","year":2023,"lang":"en","type":"article","venue":"ACM SIGCOMM Computer Communication Review","topic":"Network Security and Intrusion Detection","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Backup; Computer science; The Internet; Data collection; Campus network; Internet traffic; Data science; Computer security; World Wide Web; Telecommunications; Database; Sociology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004585209,0.0003255227,0.0003042354,0.00445477,0.001821632,0.003091098,0.0007309326,0.000807317,0.002503008],"category_scores_gemma":[0.02828774,0.0004050547,0.0001880137,0.007433831,0.0005764002,0.00192503,0.001810844,0.002628152,0.00258952],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00320904,"about_ca_system_score_gemma":0.003478599,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03250775,"about_ca_topic_score_gemma":0.0321968,"domain_scores_codex":[0.9943998,0.001169962,0.001056366,0.0005956722,0.002280259,0.0004978993],"domain_scores_gemma":[0.9588149,0.005976409,0.007140717,0.002767709,0.02240933,0.002890941],"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":[0.0003982194,0.0002378367,0.3235264,0.0009225971,0.0000867468,0.001183428,0.007304437,0.001092295,0.002563692,0.006740049,0.4035406,0.2524038],"study_design_scores_gemma":[0.000005148743,0.0001608893,0.3324791,0.001035874,0.00005739142,0.0008966952,0.006926013,0.00061684,0.002509817,0.0005555169,0.6546736,0.00008317291],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.6548975,0.03412488,0.01135882,0.07106462,0.006607594,0.000792135,0.06789415,0.002470632,0.1507897],"genre_scores_gemma":[0.815741,0.05710534,0.004898802,0.01942484,0.005196095,0.000535028,0.05435702,0.000802886,0.04193892],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.03250775,"threshold_uncertainty_score":0.06463706,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0331400512130112,"score_gpt":0.2904365840621183,"score_spread":0.2572965328491071,"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."}}