{"id":"W1528724240","doi":"10.3233/ifs-2000-112","title":"Fault diagnosis using algorithmic redundancy","year":2000,"lang":"en","type":"article","venue":"Journal of Intelligent & Fuzzy Systems","topic":"Fault Detection and Control Systems","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Redundancy (engineering); Fault detection and isolation; Computer science; Reliability engineering; ALARM; False alarm; Isolation (microbiology); Data mining; Algorithm; Computer engineering; Artificial intelligence; Engineering","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":[0.001322672,0.0007479734,0.0006466084,0.001810319,0.0005240596,0.0009267932,0.001111722,0.0007910331,0.00139958],"category_scores_gemma":[0.006990913,0.0002824245,0.0006158718,0.0005662288,0.001587908,0.002221985,0.001723313,0.0007141583,0.0002974053],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006377955,"about_ca_system_score_gemma":0.0007648183,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006383075,"about_ca_topic_score_gemma":0.0004592831,"domain_scores_codex":[0.9983547,0.0004250071,0.00009373503,0.0002184332,0.0007379078,0.000170175],"domain_scores_gemma":[0.9973221,0.001429206,0.0003362431,0.0005285129,0.000338214,0.00004574598],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000420357,0.00009432886,0.002701452,0.0004330525,0.0001409067,0.0007113498,0.0005664751,0.2333145,0.04673566,0.4446264,0.001435259,0.2688201],"study_design_scores_gemma":[0.00008768235,0.0005310791,0.0009414298,0.0001355217,0.0001034606,0.0009608286,0.00007643306,0.7178888,0.02980138,0.2427324,0.006668636,0.00007238491],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03948023,0.0003599887,0.9540728,0.0002575972,0.00005289996,0.00007285803,0.00003251621,0.0007104201,0.004960682],"genre_scores_gemma":[0.7798072,0.0002333043,0.2187487,0.0001669607,0.00007007739,0.0001031352,0.00007740972,0.00004317985,0.0007500461],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001810319,"threshold_uncertainty_score":0.006995022,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01654907965485615,"score_gpt":0.2439048649008725,"score_spread":0.2273557852460164,"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."}}