{"id":"W3206575254","doi":"10.1080/08982112.2021.1974032","title":"The past, present, and future of network monitoring: A panel discussion","year":2021,"lang":"en","type":"article","venue":"Quality Engineering","topic":"Complex Network Analysis Techniques","field":"Physics and Astronomy","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Data science; Complex network; Computer science; Network science; Management science; Operations research; Engineering; World Wide Web","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":[0.05306117,0.0007940733,0.0009354696,0.001885299,0.005035177,0.01727148,0.003005546,0.02310656,0.007388627],"category_scores_gemma":[0.03675671,0.0005371742,0.001108982,0.003513141,0.005840861,0.0312412,0.005126623,0.02253427,0.001293394],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006772878,"about_ca_system_score_gemma":0.009247841,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008185858,"about_ca_topic_score_gemma":0.01141499,"domain_scores_codex":[0.9886135,0.005258696,0.0004509117,0.002227999,0.002553963,0.0008949175],"domain_scores_gemma":[0.9554307,0.03157791,0.00186395,0.001107924,0.007006336,0.00301321],"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":[0.0001294378,0.00007875606,0.003600237,0.0008424238,0.00009295516,0.0002266046,0.002593214,0.002069883,0.0005234588,0.3602808,0.5109131,0.1186491],"study_design_scores_gemma":[0.00003983503,0.00006183896,0.0043847,0.003169461,0.00009506643,0.0001253308,0.004011426,0.001897437,0.0003742542,0.1223273,0.8633984,0.0001149408],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.001035191,0.02907733,0.001345257,0.9564859,0.004752698,0.00001611078,0.0001297397,0.00001427016,0.007143601],"genre_scores_gemma":[0.1686829,0.1884364,0.006944815,0.5643792,0.05470739,0.0002780242,0.0004696147,0.0001236299,0.01597803],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.05306117,"threshold_uncertainty_score":0.2806177,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02255122806962717,"score_gpt":0.2852210527427808,"score_spread":0.2626698246731536,"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."}}