{"id":"W2602253609","doi":"10.1016/j.jss.2017.03.057","title":"Distributed analysis and filtering of application event streams","year":2017,"lang":"en","type":"article","venue":"Journal of Systems and Software","topic":"Software System Performance and Reliability","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"STREAMS; Event (particle physics); Computer science; Environmental science; Real-time computing; Computer network; Physics","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":[0.0005938233,0.00007699754,0.0003499534,0.00009911487,0.0001749528,0.0001576986,0.0003399222,0.0000526562,4.596426e-7],"category_scores_gemma":[0.00009091187,0.00005366713,0.00008903126,0.0001069703,0.00004808368,0.0004350724,0.0001132,0.00006909629,2.698231e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002075364,"about_ca_system_score_gemma":0.00002696209,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002013066,"about_ca_topic_score_gemma":0.000008503386,"domain_scores_codex":[0.9990885,0.00002962991,0.0004579902,0.0001263455,0.0002079009,0.00008962621],"domain_scores_gemma":[0.9983054,0.00005656664,0.0008899751,0.0004430801,0.0002251651,0.00007983659],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001063618,0.00003644815,0.9455338,0.0003761498,0.0002852939,0.000006559647,0.0004386515,0.0006379799,0.0002721857,0.0001994239,0.00004395593,0.05215889],"study_design_scores_gemma":[0.0005148307,0.0001761716,0.9756935,0.0003224626,0.0001690063,0.0001329482,0.0001628634,0.02134533,0.0004021544,0.0002334413,0.0006986879,0.0001485747],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4891407,0.0005216053,0.5101012,0.00004022548,0.0001262486,0.00005347293,0.000006320645,0.000007190616,0.000003006919],"genre_scores_gemma":[0.9973637,0.00009801243,0.002464105,0.00000205331,0.0000555252,0.000002581595,0.000001053792,0.000002344026,0.00001064026],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5082229,"threshold_uncertainty_score":0.2188482,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008948841535487742,"score_gpt":0.2543940845877232,"score_spread":0.2454452430522355,"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."}}