{"id":"W151148388","doi":"10.1007/978-1-4614-7738-9_4","title":"Distributed Failure Localization","year":2014,"lang":"en","type":"book-chapter","venue":"","topic":"Software System Performance and Reliability","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Computer science","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001888933,0.0002267084,0.0002724875,0.00006793295,0.00009078417,0.00009461374,0.0006475328,0.0003603389,0.0001971813],"category_scores_gemma":[0.00001672014,0.0001706812,0.0001151607,0.00004645739,0.00004454823,0.0001342173,0.0001900374,0.0001664597,0.001025447],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006775145,"about_ca_system_score_gemma":0.0000638337,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007633859,"about_ca_topic_score_gemma":0.00001292547,"domain_scores_codex":[0.9987819,0.0000126539,0.0003016277,0.0004348585,0.0003024939,0.0001664982],"domain_scores_gemma":[0.9986446,0.00004277593,0.0001424185,0.0009244132,0.0001677463,0.00007804367],"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":[0.000001292675,0.000005493119,0.0001265648,0.0001209568,0.00002514731,0.000003443695,0.00003531895,0.0001689087,6.113709e-7,0.8992099,0.08341416,0.01688825],"study_design_scores_gemma":[0.0001016847,0.0000366159,0.00002620449,0.00009111234,0.00000818515,0.00001023653,7.494794e-7,0.01549967,0.00001964716,0.01600884,0.9679129,0.0002841614],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[7.672152e-7,0.00004232246,0.8088359,0.000303744,0.0004052598,0.0001478367,0.000006864552,0.0004191305,0.1898382],"genre_scores_gemma":[0.0235729,0.00005838412,0.00970612,0.0009273071,0.0005916363,0.00001811742,0.0003531183,0.00005486497,0.9647176],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8844987,"threshold_uncertainty_score":0.9997523,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008169465942049293,"score_gpt":0.2015851257521307,"score_spread":0.1934156598100814,"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."}}