{"id":"W2342534783","doi":"10.1109/tcst.2016.2514847","title":"An Immune System-Inspired Reconfigurable Controller","year":2016,"lang":"en","type":"article","venue":"IEEE Transactions on Control Systems Technology","topic":"Viral Infectious Diseases and Gene Expression in Insects","field":"Biochemistry, Genetics and Molecular Biology","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Ministry of Education; Shanghai Municipal Education Commission; National Natural Science Foundation of China","keywords":"Actuator; Control engineering; Control theory (sociology); Process (computing); Computer science; PID controller; Controller (irrigation); Artificial immune system; Fault detection and isolation; Process control; Fault (geology); Control reconfiguration; Control system; Clonal selection algorithm; Engineering; Control (management); Artificial intelligence; Embedded system; Temperature control","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":[0.0002162902,0.0003044007,0.0004402577,0.0002677209,0.0003052311,0.00004391023,0.0003542832,0.0005735632,0.00004168613],"category_scores_gemma":[0.00001696782,0.0002175408,0.0002150711,0.000143636,0.000146619,0.00001562671,0.000001464737,0.0001442209,0.0001476059],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007818062,"about_ca_system_score_gemma":0.0000689437,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000844873,"about_ca_topic_score_gemma":0.00003467758,"domain_scores_codex":[0.998064,0.0001804646,0.0005079105,0.0006336675,0.0001579603,0.0004560004],"domain_scores_gemma":[0.9985519,0.0000353009,0.0001949726,0.000866229,0.0001974747,0.000154093],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0004772871,0.0001878117,0.00006740922,0.00002673735,0.0002177857,0.000006655349,0.000004042781,0.001796025,0.9903241,0.0004514153,0.0003636887,0.00607703],"study_design_scores_gemma":[0.009553261,0.003051757,0.00006525288,0.0002806986,0.0001289748,0.0002069554,0.0002151283,0.001421625,0.9712964,0.00007431303,0.01303411,0.0006714775],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1906872,0.001892187,0.7997591,0.0005757498,0.003077989,0.001405035,0.0003384775,0.0007702513,0.001493986],"genre_scores_gemma":[0.9972678,0.00008139876,0.00002421479,0.00009187045,0.0001996253,0.0007858603,0.000004236018,0.00005429364,0.001490677],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8065806,"threshold_uncertainty_score":0.8871058,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005456983890872405,"score_gpt":0.2250613057856655,"score_spread":0.2196043218947931,"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."}}