{"id":"W4412968972","doi":"10.1007/979-8-8688-1513-3_18","title":"Cluster Maintenance","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":"Cluster (spacecraft); Computer science; Programming language","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":[0.0004842387,0.0003999553,0.0005492031,0.0002259551,0.00032696,0.0002599324,0.001237565,0.0002177193,0.00006631598],"category_scores_gemma":[0.00004320251,0.0003398588,0.0001548947,0.0001569253,0.0001159797,0.0005575361,0.000498063,0.0003202218,0.0005737061],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001599251,"about_ca_system_score_gemma":0.0001652055,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000129034,"about_ca_topic_score_gemma":0.00001725516,"domain_scores_codex":[0.9974908,0.00007180017,0.0007854282,0.0009145181,0.00048665,0.0002507645],"domain_scores_gemma":[0.9968255,0.0001157494,0.0003838389,0.002066063,0.000533313,0.00007557705],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001363896,0.0005559646,0.004142384,0.0005889285,0.0004089449,0.00001521729,0.005541822,0.00007620321,0.00004061718,0.714377,0.2026606,0.0714559],"study_design_scores_gemma":[0.0005976313,0.0002192386,0.009363906,0.0003199831,0.00005842011,0.00001955535,0.0002600936,0.0009880516,0.00008540409,0.01287096,0.9744211,0.0007956002],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001024922,0.0009778524,0.2282194,0.00682656,0.008433517,0.005322369,0.00004587765,0.0024712,0.7466784],"genre_scores_gemma":[0.1717044,0.0001107898,0.001618052,0.0003109515,0.0001795234,0.0001507596,0.00003830745,0.00003074743,0.8258564],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7717606,"threshold_uncertainty_score":0.9999053,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02838011410603395,"score_gpt":0.2584686986704494,"score_spread":0.2300885845644155,"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."}}