{"id":"W1990201313","doi":"10.2202/1542-6580.1305","title":"Practical Implications of Bifurcation and Chaos in Chemical and Biological Reaction Engineering","year":2006,"lang":"en","type":"article","venue":"International Journal of Chemical Reactor Engineering","topic":"Microbial Metabolic Engineering and Bioproduction","field":"Biochemistry, Genetics and Molecular Biology","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Bifurcation; Yield (engineering); Biochemical engineering; Bifurcation theory; Process engineering; Computer science; Engineering; Thermodynamics; Physics; Nonlinear system","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":[0.0001506362,0.00009674238,0.0001393205,0.0001132242,0.000001979776,0.00001134954,0.00007581149,0.0001165192,9.883429e-7],"category_scores_gemma":[0.0004542625,0.00008989379,0.00004127399,0.00006626185,0.00002516725,0.0000180511,0.00003883027,0.0001503667,1.309459e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003020482,"about_ca_system_score_gemma":0.00001763739,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001072489,"about_ca_topic_score_gemma":3.273611e-7,"domain_scores_codex":[0.9993283,0.000005962515,0.0003341143,0.0001336505,0.0001025187,0.00009543775],"domain_scores_gemma":[0.9996129,0.00002466245,0.0001225739,0.00006586032,0.0001287698,0.00004522768],"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":[0.0000393878,0.00004842078,0.001817031,0.00001122142,0.0000238054,0.000001486665,0.000008560695,0.00006535983,0.9967358,0.0004354724,0.00002796428,0.0007854716],"study_design_scores_gemma":[0.0003373414,0.00003231887,0.01294677,0.00004101234,0.000008376331,0.0003574422,0.000004082738,0.0003542141,0.9835954,0.00004249617,0.002185155,0.00009536344],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965333,0.0002415406,0.002617601,0.0003737665,0.0001680296,0.00004133812,0.000004523167,0.00000661673,0.00001329163],"genre_scores_gemma":[0.9937945,0.0001887091,0.005434887,0.000007381633,0.0005388728,0.000002711113,0.00002181124,0.000009955177,0.000001143048],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01314039,"threshold_uncertainty_score":0.3665763,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008625008083216696,"score_gpt":0.2490821699364987,"score_spread":0.240457161853282,"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."}}