{"id":"W3207951730","doi":"10.1080/08982112.2021.1974035","title":"Research in network monitoring: Connections with SPM and new directions","year":2021,"lang":"en","type":"article","venue":"Quality Engineering","topic":"Complex Network Analysis Techniques","field":"Physics and Astronomy","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Framing (construction); Data science; Dissemination; Computer science; Management science; Process (computing); Operations research; Engineering; Telecommunications","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":[0.07750593,0.001438304,0.002754697,0.005871826,0.002870725,0.01582568,0.003780704,0.01130525,0.008847506],"category_scores_gemma":[0.08453677,0.001033372,0.001391089,0.01148543,0.03265213,0.06087475,0.008582795,0.01843169,0.001471431],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006321103,"about_ca_system_score_gemma":0.007451038,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002757667,"about_ca_topic_score_gemma":0.002709825,"domain_scores_codex":[0.9635304,0.02449609,0.001314301,0.003867577,0.005867029,0.0009247583],"domain_scores_gemma":[0.7454562,0.2157613,0.005472692,0.01474058,0.01461347,0.003955764],"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":[0.00006788255,0.00008746595,0.00202187,0.001049601,0.00004577788,0.00007221114,0.001283834,0.001461678,0.0002073479,0.8296707,0.02919745,0.1348343],"study_design_scores_gemma":[0.00002134967,0.00008356851,0.0008582891,0.001855606,0.00001705597,0.0001458455,0.001492352,0.004503537,0.0002187509,0.8431438,0.1476009,0.00005896069],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.002960308,0.1894994,0.07287043,0.7040864,0.005646361,0.00006150462,0.0001462412,0.0001695673,0.02455991],"genre_scores_gemma":[0.1901202,0.5125787,0.1314095,0.08813141,0.06490991,0.0005429187,0.0002926541,0.0004750719,0.01153974],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.07750593,"threshold_uncertainty_score":0.4098954,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08839421435576572,"score_gpt":0.3763475960840555,"score_spread":0.2879533817282898,"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."}}