{"id":"W2125738695","doi":"10.1109/noms.1992.639477","title":"Expanding The Boundaries Of Network Operations","year":2005,"lang":"en","type":"article","venue":"","topic":"Software System Performance and Reliability","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Bell (Canada)","funders":"","keywords":"Computer science","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":[0.0003117048,0.00003740699,0.00005968717,0.000010252,0.0003607531,0.0001441477,0.0003384739,0.00001789791,0.00002827281],"category_scores_gemma":[0.00001684165,0.00001926648,0.00002843072,0.0001722975,0.00008581013,0.0003210526,0.00008495927,0.00003737878,0.00002962342],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001159294,"about_ca_system_score_gemma":0.00006523557,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004516108,"about_ca_topic_score_gemma":0.00009499909,"domain_scores_codex":[0.9995507,0.00002271362,0.0001396339,0.00008456172,0.0001001018,0.0001023036],"domain_scores_gemma":[0.999542,0.00004883203,0.00001770051,0.0003334625,0.00004301293,0.00001497024],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000006294687,0.0001045659,0.05656216,0.00004232972,0.00005375596,5.682469e-7,0.01260236,0.1085449,0.0003073228,0.6483843,0.04185064,0.1315408],"study_design_scores_gemma":[0.0007646032,0.0002067946,0.05649203,0.0001079515,0.00001895425,0.00004428175,0.0006437653,0.4872768,0.01853212,0.008015426,0.427317,0.0005802918],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1367163,0.0002649201,0.8518866,0.004190282,0.0005699323,0.0001403434,2.763173e-7,0.0001265858,0.006104729],"genre_scores_gemma":[0.9713265,0.00000595158,0.02781875,0.0002453694,0.0001580498,0.000006986204,1.883162e-7,0.000001227487,0.0004369527],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8346102,"threshold_uncertainty_score":0.2774658,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01238541184220769,"score_gpt":0.2560667950532273,"score_spread":0.2436813832110196,"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."}}