{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002480246,0.000553756,0.000747791,0.0009515198,0.001559307,0.00224167,0.0007741322,0.002177894,0.005227297],"category_scores_gemma":[0.005976063,0.0004671859,0.0009519627,0.0004672138,0.005742452,0.00365966,0.002425125,0.002266236,0.0007275739],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002042977,"about_ca_system_score_gemma":0.001485746,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001690814,"about_ca_topic_score_gemma":0.0009584461,"domain_scores_codex":[0.998255,0.0008044027,0.00009169451,0.0001844972,0.0005435667,0.0001207759],"domain_scores_gemma":[0.995452,0.00357468,0.0002066591,0.0003271084,0.0003365294,0.0001029379],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00003842976,0.00003185534,0.0007785058,0.0002410007,0.0000218973,0.0002975553,0.0003791091,0.07872606,0.004300421,0.8877558,0.001544263,0.02588523],"study_design_scores_gemma":[0.00001541802,0.00007129736,0.0002770746,0.00006605244,0.000008916084,0.0001953584,0.0002086146,0.1018141,0.00209853,0.8743604,0.02084182,0.00004240479],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"review","genre_scores_codex":[0.04979179,0.02056632,0.7592227,0.03521651,0.001772425,0.0001739032,0.0001259519,0.0004665728,0.1326638],"genre_scores_gemma":[0.7982408,0.01908613,0.1574227,0.001851051,0.00147658,0.0002886035,0.0001063359,0.0002061451,0.0213217],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.005227297,"threshold_uncertainty_score":0.01748705,"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."}}