{"id":"W4317781640","doi":"10.1109/bigdata55660.2022.10020852","title":"The Lannion report on Big Data and Security Monitoring Research","year":2022,"lang":"en","type":"article","venue":"2022 IEEE International Conference on Big Data (Big Data)","topic":"Network Security and Intrusion Detection","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bell (Canada)","funders":"Engineering and Physical Sciences Research Council; Institut national de recherche en informatique et en automatique (INRIA)","keywords":"Big data; Computer science; Data science; Analytics; Data management; Computer security; Computation; Data mining","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":[0.02042904,0.003071628,0.001194774,0.01144335,0.001913456,0.009701525,0.002177225,0.00519304,0.01925339],"category_scores_gemma":[0.03141782,0.000784034,0.001683935,0.01180735,0.0014769,0.01123216,0.005483309,0.006553189,0.01657471],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005979531,"about_ca_system_score_gemma":0.01186232,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01846299,"about_ca_topic_score_gemma":0.01978466,"domain_scores_codex":[0.9807779,0.00258835,0.001014226,0.001361258,0.0129599,0.001298387],"domain_scores_gemma":[0.9501753,0.01562389,0.00269892,0.003129947,0.0234815,0.00489043],"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":[0.00005124936,0.00002875942,0.000581548,0.0002403353,0.00002534145,0.00004621841,0.00003889892,0.0001729481,0.0002292928,0.003412974,0.9642434,0.03092918],"study_design_scores_gemma":[0.00001095185,0.00002297472,0.001073586,0.0004339238,0.00002711745,0.0000347879,0.00007852734,0.0002882284,0.0005852003,0.001789473,0.9956332,0.00002202199],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.00293765,0.1569454,0.01903385,0.4100804,0.2065157,0.0008573867,0.0317159,0.00512211,0.1667915],"genre_scores_gemma":[0.0302805,0.2713797,0.03607196,0.133557,0.121027,0.001709845,0.09679031,0.003589948,0.3055937],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.02042904,"threshold_uncertainty_score":0.1080404,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4622280971601727,"score_gpt":0.414755484398714,"score_spread":0.0474726127614587,"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."}}