{"id":"W3205640022","doi":"10.1080/08982112.2021.1974033","title":"Foundations of network monitoring: Definitions and applications","year":2021,"lang":"en","type":"article","venue":"Quality Engineering","topic":"Complex Network Analysis Techniques","field":"Physics and Astronomy","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Ambiguity; CLARITY; Field (mathematics); Data science; Computer science; Network monitoring; Point (geometry); Management science; Risk analysis (engineering); Engineering; Business; Mathematics","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":[0.02255443,0.00144552,0.001314387,0.006878802,0.003308857,0.01133977,0.003543731,0.005294921,0.002909027],"category_scores_gemma":[0.03101338,0.001094131,0.001234834,0.008566014,0.02155842,0.01853245,0.006623674,0.009613201,0.000577704],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007124976,"about_ca_system_score_gemma":0.004803275,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004266283,"about_ca_topic_score_gemma":0.001727834,"domain_scores_codex":[0.98363,0.008752996,0.001200806,0.002473061,0.003413304,0.0005298495],"domain_scores_gemma":[0.9581434,0.03135649,0.00281882,0.00307388,0.00376747,0.0008399193],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000005939187,0.00001085662,0.0002885192,0.00009948957,0.000006901224,0.00002667207,0.0002711232,0.001745501,0.00005845584,0.9854426,0.001327964,0.01071606],"study_design_scores_gemma":[0.000005411456,0.00001284302,0.0003481642,0.0004737104,0.000007847102,0.00008334897,0.0002350864,0.009532765,0.0001434922,0.9495471,0.03958675,0.00002357135],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.00501665,0.03548541,0.8529949,0.03857907,0.0009971117,0.0002163334,0.000319641,0.0002213108,0.06616963],"genre_scores_gemma":[0.4631718,0.07223506,0.4409283,0.007369557,0.006771592,0.001385263,0.0005448061,0.0002499674,0.007343659],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02255443,"threshold_uncertainty_score":0.1192806,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04860068532235565,"score_gpt":0.3133134044877915,"score_spread":0.2647127191654359,"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."}}