{"id":"W4297990434","doi":"10.18280/ria.360406","title":"Faulty Node Detection in HDFS Using Machine Learning Techniques","year":2022,"lang":"en","type":"article","venue":"Revue d intelligence artificielle","topic":"Anomaly Detection Techniques and Applications","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Operating system; Node (physics); Artificial intelligence; Embedded system; Machine learning; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005243924,0.0001230247,0.0001368277,0.0002694741,0.0005841601,0.00006975187,0.0005915699,0.00004554432,0.0001132978],"category_scores_gemma":[0.00003046255,0.0001432137,0.00007478337,0.00127395,0.00003245345,0.0002152134,0.0004018937,0.0004763191,0.00002886341],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002112401,"about_ca_system_score_gemma":0.00002682082,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004362908,"about_ca_topic_score_gemma":0.00003598559,"domain_scores_codex":[0.9986808,0.0001125833,0.0003612512,0.0004259792,0.0001673268,0.0002520554],"domain_scores_gemma":[0.9992814,0.00005278152,0.0001353473,0.0004402519,0.00004433267,0.00004590063],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001808279,0.000350633,0.001718301,0.00002995271,0.0000088809,0.00002810284,0.001566768,0.1965145,0.3003816,0.01601831,0.00003080976,0.4833341],"study_design_scores_gemma":[0.000009224304,0.00006288059,0.00001672245,0.000006498491,0.000001338926,0.00004739291,0.0001444183,0.6269585,0.3567386,0.001292374,0.01460888,0.0001131312],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02743873,0.00009380209,0.9706101,0.0002619836,0.00009325749,0.000263664,0.000002264387,0.0004890758,0.000747112],"genre_scores_gemma":[0.9636328,0.00003282265,0.03547432,0.0001035552,0.00002949227,0.000189358,0.000002643498,0.00001405613,0.0005209175],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9361941,"threshold_uncertainty_score":0.5840086,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03775553364179932,"score_gpt":0.2866278195592028,"score_spread":0.2488722859174035,"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."}}