{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003829903,0.0004513986,0.0003612445,0.0009691304,0.001205142,0.001956882,0.001510905,0.0006563165,0.0652919],"category_scores_gemma":[0.001555052,0.0003997725,0.0003978968,0.001098462,0.0003774285,0.00215377,0.001326193,0.001163707,0.03417124],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001261333,"about_ca_system_score_gemma":0.0007934074,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002005361,"about_ca_topic_score_gemma":0.002967715,"domain_scores_codex":[0.9996202,0.00002654535,0.00001479818,0.00007946821,0.0002211623,0.00003784192],"domain_scores_gemma":[0.9990699,0.00009165268,0.00003696614,0.0002643219,0.0004361311,0.0001010999],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007607323,0.00004548262,0.000418582,0.000358986,0.00001054762,0.0001319291,0.0002655209,0.00224009,0.006511789,0.05002552,0.5147913,0.4251241],"study_design_scores_gemma":[0.000009813666,0.0000353941,0.0007078041,0.00007871869,0.000008152715,0.0004767125,0.00006067584,0.003605727,0.003442911,0.007999685,0.9835541,0.00002041598],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01326067,0.007392064,0.160154,0.004198132,0.004997777,0.0004331546,0.001876581,0.02887234,0.7788152],"genre_scores_gemma":[0.05656036,0.004378763,0.06559018,0.0009758351,0.0006372308,0.000142408,0.002982394,0.004909321,0.8638235],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0652919,"threshold_uncertainty_score":0.2184232,"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."}}