{"id":"W2009987403","doi":"10.1016/j.ces.2011.08.040","title":"Multistablity, bistability and bubbles phenomena in a periodically forced ethanol fermentor","year":2011,"lang":"en","type":"article","venue":"Chemical Engineering Science","topic":"Microbial Metabolic Engineering and Bioproduction","field":"Biochemistry, Genetics and Molecular Biology","cited_by":15,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"King Saud University","keywords":"Bistability; Multistability; Attractor; Chaotic; Steady state (chemistry); Mechanics; Mathematics; Physics; Mathematical analysis; Chemistry; Nonlinear system; Computer science; Quantum mechanics","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":[0.0002974748,0.0001173912,0.0001075069,0.00006503026,0.00003009036,0.00002309336,0.0001887311,0.00006924384,0.000006724906],"category_scores_gemma":[0.0003149974,0.0001118382,0.00002232162,0.0002445088,0.0002455207,0.00001040139,0.0001286006,0.0000930257,0.000001058812],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002537493,"about_ca_system_score_gemma":0.0000405655,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002519423,"about_ca_topic_score_gemma":0.000001033645,"domain_scores_codex":[0.9990609,0.000004725165,0.0001470221,0.0004077232,0.0001016686,0.0002780052],"domain_scores_gemma":[0.9996051,0.00000231726,0.00001901838,0.0002206127,0.00003858798,0.0001144027],"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":[0.00001296776,0.00003007332,0.0004355641,0.00003077694,0.00000221071,5.210769e-7,0.0001329809,0.00005009544,0.9983308,0.00007613376,0.000003077655,0.0008947866],"study_design_scores_gemma":[0.0002127962,0.00003244419,0.007416666,0.00001418096,0.000002609789,0.00001054037,0.00001198618,0.0009885576,0.9903626,0.000009008751,0.0007753216,0.0001632213],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982134,0.0001498166,0.001227749,0.0000180938,0.0001155671,0.00009653907,0.000003346842,0.00002813997,0.0001473816],"genre_scores_gemma":[0.9943773,0.00002015299,0.005428489,0.00001505103,0.00009328163,0.00001265095,0.000003896705,0.000008896711,0.00004035162],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007968144,"threshold_uncertainty_score":0.4560629,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01016274957862046,"score_gpt":0.2112856526465502,"score_spread":0.2011229030679298,"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."}}