{"id":"W2025879072","doi":"10.1145/1923947.1924029","title":"Integrated system diagnosis and root cause analysis","year":2010,"lang":"en","type":"article","venue":"","topic":"Software System Performance and Reliability","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University of Waterloo; Glycemic Index Laboratories; University of Victoria; University of Alberta","funders":"","keywords":"Root cause analysis; Root cause; Root (linguistics); Computer science; Reliability engineering; Engineering; Linguistics","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":[],"consensus_categories":[],"category_scores_codex":[0.000376792,0.0001057913,0.0002079873,0.0001676691,0.0001038561,0.0001523552,0.0003665588,0.00008577628,0.00003149149],"category_scores_gemma":[0.00004321331,0.00006842025,0.00007444847,0.001028374,0.00004080034,0.0003122613,0.0001253993,0.0001429943,0.00005014865],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002067136,"about_ca_system_score_gemma":0.00003001985,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005955581,"about_ca_topic_score_gemma":0.0009648354,"domain_scores_codex":[0.999105,0.00003675801,0.0002056792,0.0003307394,0.0001543904,0.0001674768],"domain_scores_gemma":[0.9989751,0.000104101,0.00004784405,0.0006602418,0.0001054548,0.0001072692],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000001071159,0.0000259444,0.9804592,0.00003561658,0.0001459876,0.000005645923,0.0001896626,0.00001275858,0.0001028955,0.006277294,0.0003329162,0.01241103],"study_design_scores_gemma":[0.0004186775,0.00008115663,0.7021614,0.00003540349,0.0002949274,0.00005434533,0.0001889144,0.2844861,0.004309271,0.0001218431,0.007347632,0.0005003461],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8959267,0.00003554435,0.1020248,0.0001966097,0.0004418787,0.0001126686,0.000001366573,0.0004100217,0.00085051],"genre_scores_gemma":[0.9912175,0.000005243622,0.008559383,0.00003525412,0.00002880337,0.00003850331,0.000001598509,0.000003160347,0.0001105381],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2844734,"threshold_uncertainty_score":0.2790097,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009798907823721763,"score_gpt":0.2348170139960843,"score_spread":0.2250181061723626,"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."}}