{"id":"W1956480840","doi":"10.1007/978-0-387-92907-1_2","title":"Fault Detection and Diagnosis","year":2009,"lang":"en","type":"book-chapter","venue":"Lecture notes in control and information sciences","topic":"Fault Detection and Control Systems","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"Concordia University","funders":"","keywords":"Fault detection and isolation; Robustness (evolution); Identification (biology); Computer science; Fault (geology); Engineering; Isolation (microbiology); Artificial intelligence; Control engineering; Machine learning","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":[0.0003424317,0.001209437,0.001006915,0.001526736,0.0004671875,0.001722556,0.00124141,0.001338226,0.02450453],"category_scores_gemma":[0.0009664067,0.0004646599,0.0005550021,0.001120374,0.0008723073,0.001802259,0.001048144,0.001302286,0.01531875],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005110119,"about_ca_system_score_gemma":0.000623126,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005702684,"about_ca_topic_score_gemma":0.0005995724,"domain_scores_codex":[0.9995344,0.00003196696,0.0000179988,0.0001257346,0.0002579479,0.00003201608],"domain_scores_gemma":[0.9996537,0.0001047015,0.00001781904,0.00009912151,0.0001112121,0.00001340796],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00006001931,0.00004541864,0.0001463535,0.0004432205,0.00002939128,0.0001098882,0.00008946443,0.004485297,0.009146631,0.08057375,0.05321559,0.8516549],"study_design_scores_gemma":[0.00002331843,0.0002013529,0.0008335377,0.0002932351,0.00006661339,0.001246353,0.00007742646,0.0366257,0.03322604,0.2002415,0.7271117,0.00005330224],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.002770395,0.02280614,0.8040293,0.001604062,0.002442637,0.0001816416,0.0005210777,0.003366736,0.162278],"genre_scores_gemma":[0.1057101,0.03011899,0.349521,0.00157582,0.002132449,0.0002655853,0.002230561,0.0005719004,0.5078736],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.02450453,"threshold_uncertainty_score":0.08197588,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006610028305218659,"score_gpt":0.2033574863856011,"score_spread":0.1967474580803825,"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."}}