{"id":"W4246754864","doi":"10.1007/978-0-387-92907-1_6","title":"Conclusions","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":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Concordia University","funders":"","keywords":"Identification (biology); Fault (geology); Fault detection and isolation; Engineering; Actuator; Control engineering; Nonlinear system; Isolation (microbiology); Reliability engineering; Control theory (sociology); Computer science; Artificial intelligence; Control (management)","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":[0.0002318278,0.0001888339,0.0002734867,0.0003063912,0.0001283986,0.0001461946,0.0001225511,0.0002292841,0.00006668252],"category_scores_gemma":[0.0000554031,0.0001497654,0.00005022751,0.00007356585,0.00009712914,0.000644047,0.00001042087,0.000246247,0.0000531298],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000380606,"about_ca_system_score_gemma":0.00002831892,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000134368,"about_ca_topic_score_gemma":0.00006190269,"domain_scores_codex":[0.9991212,0.000007652657,0.0003722872,0.000101524,0.0002336462,0.0001636346],"domain_scores_gemma":[0.9996104,0.0001321893,0.00007793968,0.00009192805,0.00003553262,0.00005195789],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001343707,0.000001769862,0.00001958213,0.0000501169,0.00002333441,0.000001569158,0.0004700723,0.05150771,0.00009277923,0.01942983,0.0002359876,0.9281538],"study_design_scores_gemma":[0.0008894438,0.0001111243,0.0001012407,0.0001326922,0.00001467065,0.00002271471,0.00001293328,0.335068,0.00002383557,0.01232757,0.6509358,0.0003599712],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.00010622,0.003113962,0.04577922,0.0009891199,0.0008055408,0.0004924512,0.00003838352,0.0002707275,0.9484044],"genre_scores_gemma":[0.996395,0.0004016509,0.00007437502,0.001891544,0.0001348948,0.00001147566,0.000007954076,0.00000766109,0.001075449],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9962888,"threshold_uncertainty_score":0.6107257,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006964621347248816,"score_gpt":0.2117508663141666,"score_spread":0.2047862449669178,"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."}}