{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000980938,0.00005876783,0.0001231516,0.00002365642,0.00006260159,0.00002014695,0.00004364763,0.00001351467,0.00005922161],"category_scores_gemma":[0.000006653874,0.00007224053,0.00005319362,0.0002629737,0.00001353514,0.00004040838,0.00004248035,0.00006448623,0.000001757035],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007808424,"about_ca_system_score_gemma":0.0000163061,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003306268,"about_ca_topic_score_gemma":0.000001989869,"domain_scores_codex":[0.9995304,0.00001637906,0.0001936875,0.0001052494,0.00005710733,0.00009722449],"domain_scores_gemma":[0.9995386,0.0001266168,0.0000452689,0.0001904535,0.00006564409,0.00003339725],"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":[3.530477e-7,0.00004271603,0.04828424,0.00002282811,0.00008587033,1.205782e-7,0.0000523668,0.0116101,0.00181185,0.9321905,0.00006686134,0.005832195],"study_design_scores_gemma":[0.001037507,0.00004895003,0.3414115,0.0004441192,0.0006563739,0.000006826303,0.001684987,0.03496602,0.04469922,0.4412993,0.1318408,0.001904353],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0441028,0.000231887,0.9513271,0.00005051956,0.00003412931,0.00007710431,0.0000163526,0.00008190916,0.004078166],"genre_scores_gemma":[0.9712428,0.00001314215,0.02827531,0.000002466595,0.0003183727,0.00006434044,0.00004411773,0.000007446125,0.00003201864],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.92714,"threshold_uncertainty_score":0.2945883,"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."}}