{"id":"W4412969019","doi":"10.1007/979-8-8688-1513-3_20","title":"Monitoring, Logging, and Alerting","year":2025,"lang":"en","type":"book-chapter","venue":"Certification study companion series","topic":"Software System Performance and Reliability","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brampton Civic Hospital","funders":"","keywords":"Logging; Environmental science; Computer science; Forestry; Geography","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":[0.0007866994,0.001276414,0.0005876516,0.001646055,0.0009588557,0.004249764,0.001297371,0.001161836,0.03288254],"category_scores_gemma":[0.002157046,0.0007352995,0.0006156244,0.002281607,0.00137017,0.004970973,0.001471991,0.002094891,0.02301685],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001167081,"about_ca_system_score_gemma":0.001220198,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002298581,"about_ca_topic_score_gemma":0.003211075,"domain_scores_codex":[0.9991822,0.0001005895,0.00005642251,0.0002135014,0.000386014,0.00006119053],"domain_scores_gemma":[0.9992686,0.0002901085,0.00004254978,0.0001330033,0.0002056782,0.00006009495],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006773343,0.0001263416,0.0007725414,0.001016479,0.00002104653,0.0001472205,0.0008027432,0.003197466,0.00681142,0.1084573,0.1862307,0.692349],"study_design_scores_gemma":[0.000006582426,0.00005541524,0.001170185,0.0004121797,0.00002068719,0.0004319393,0.0001868052,0.002982557,0.004934203,0.04142522,0.9483258,0.00004849499],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.004603644,0.04070927,0.4968787,0.005696858,0.006115927,0.0006620393,0.001625423,0.017741,0.4259672],"genre_scores_gemma":[0.03970493,0.04043695,0.2250223,0.00368607,0.002525622,0.0005565423,0.00259374,0.004783833,0.68069],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.03288254,"threshold_uncertainty_score":0.1100031,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04093659018538145,"score_gpt":0.2779895795565167,"score_spread":0.2370529893711353,"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."}}