{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004132073,0.000323425,0.0004347214,0.0002001404,0.0004061426,0.0002868863,0.0006039069,0.0001678669,0.00001456966],"category_scores_gemma":[0.00003262858,0.000295285,0.00007135658,0.00007926085,0.00009576499,0.0004692373,0.000435617,0.000264377,0.0000656566],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008204655,"about_ca_system_score_gemma":0.00008165683,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002025465,"about_ca_topic_score_gemma":0.000003618781,"domain_scores_codex":[0.9980273,0.00004882175,0.0006189253,0.0007571725,0.0003545761,0.0001931616],"domain_scores_gemma":[0.9981341,0.00009774756,0.0003432282,0.001112195,0.0002407346,0.00007197567],"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":[0.00009824929,0.0006464912,0.275079,0.001847455,0.0007915829,0.00002864257,0.02072535,0.00005075854,0.0003650891,0.2267009,0.01275516,0.4609114],"study_design_scores_gemma":[0.001227395,0.0006487205,0.2530864,0.001793325,0.0002223046,0.00005801592,0.001986135,0.001733698,0.001533975,0.0142118,0.7211395,0.002358671],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.08818117,0.01853496,0.1366555,0.006506465,0.02558661,0.01212983,0.00005246057,0.008715715,0.7036373],"genre_scores_gemma":[0.7421058,0.0003985888,0.001776352,0.00004750849,0.0002863744,0.00009627211,0.00001067317,0.00003036922,0.2552481],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7083843,"threshold_uncertainty_score":0.9999499,"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."}}