{"id":"W2061686014","doi":"10.1145/2785733","title":"Collaborative Security","year":2015,"lang":"en","type":"review","venue":"ACM Computing Surveys","topic":"Network Security and Intrusion Detection","field":"Computer Science","cited_by":417,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Computer science; Security information and event management; Cloud computing security; Interoperability; Computer security; Security through obscurity; Variety (cybernetics); Security service; Vulnerability (computing); Intrusion detection system; Security engineering; Collaboration; Asset (computer security); Computer security model; Software security assurance; Information security; Knowledge management; World Wide Web; Cloud computing","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.006743318,0.0005352194,0.001628428,0.0002602319,0.0003019406,0.000427143,0.003335882,0.0004471469,0.00001475395],"category_scores_gemma":[0.0007154734,0.0004755866,0.0003121845,0.002498336,0.00007071849,0.0003356795,0.00255517,0.0008827454,0.0004511622],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000219313,"about_ca_system_score_gemma":0.0007503449,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005336127,"about_ca_topic_score_gemma":0.00003034339,"domain_scores_codex":[0.9926386,0.004598711,0.0007642547,0.0009319724,0.0005489262,0.0005175751],"domain_scores_gemma":[0.9955253,0.001143559,0.0006669306,0.001930528,0.0005128174,0.0002208928],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[3.172646e-7,0.00003052189,0.000001150429,0.000730815,0.00005043786,0.00001625748,0.0003025718,0.000006498898,6.336168e-9,0.001394847,0.008619375,0.9888472],"study_design_scores_gemma":[0.0001033453,0.00007622207,0.00000347425,0.002012828,0.00004513743,0.00005195896,0.000005207549,0.002895261,4.258816e-7,0.003552831,0.9907376,0.0005157611],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000003205344,0.9481715,0.04623342,0.00003470039,0.00283762,0.0005113831,0.00001710735,0.0005216394,0.001669424],"genre_scores_gemma":[0.00004652665,0.9925103,0.006505249,0.00005205658,0.0006932954,0.00001265028,0.00005487409,0.00003753469,0.00008751675],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9883314,"threshold_uncertainty_score":0.9997696,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05115314088231645,"score_gpt":0.336524387574975,"score_spread":0.2853712466926586,"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."}}