{"id":"W2094122937","doi":"10.3182/20090712-4-tr-2008.00024","title":"Adaptive extremum-seeking control of fed-batch cultures of micro-organisms exhibiting overflow metabolism","year":2009,"lang":"en","type":"article","venue":"IFAC Proceedings Volumes","topic":"Viral Infectious Diseases and Gene Expression in Insects","field":"Biochemistry, Genetics and Molecular Biology","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Substrate (aquarium); Control theory (sociology); Controller (irrigation); Lyapunov function; Biological system; Metabolism; Simple (philosophy); Carbon dioxide; Chemistry; Mathematics; Computer science; Control (management); Biology; Biochemistry; Nonlinear system; Ecology; Physics; Artificial intelligence","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":[0.000143826,0.0002412164,0.0003582988,0.0000621697,0.0001199725,0.00003632606,0.0002195745,0.0001913395,0.0000335427],"category_scores_gemma":[0.000158478,0.0002175089,0.0002280637,0.0001400409,0.0001066642,0.0000224156,0.00006682242,0.0001100699,0.000002246519],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001174656,"about_ca_system_score_gemma":0.00005194011,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004082455,"about_ca_topic_score_gemma":0.000002092426,"domain_scores_codex":[0.9986664,0.00001780369,0.0004049765,0.0003894867,0.0002209388,0.0003003701],"domain_scores_gemma":[0.9989309,0.00001046678,0.0003942802,0.0001459735,0.0004219213,0.0000964974],"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":[0.0002344632,0.0001184915,0.004231158,0.00004059495,0.00008514311,7.691104e-7,0.0002340413,0.00001826587,0.9891697,0.0003134137,0.003663923,0.001890103],"study_design_scores_gemma":[0.001018417,0.0006678321,0.006025451,0.0001074138,0.00008408159,0.00001276706,0.0005294636,0.0003400668,0.9882467,0.0008542631,0.001833658,0.0002798523],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9908828,0.003569308,0.002590955,0.0001028029,0.0001474714,0.0002569939,0.00005794782,0.00003248769,0.002359277],"genre_scores_gemma":[0.9971673,0.0001403196,0.001705829,0.0003276471,0.0003323727,0.0000121334,0.00001361658,0.00002378338,0.0002769334],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006284608,"threshold_uncertainty_score":0.8869754,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006450267175764817,"score_gpt":0.23677863030704,"score_spread":0.2303283631312752,"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."}}