{"id":"W2063679576","doi":"10.2202/1542-6580.1642","title":"Optimization of Continuously Stirred Tank Bioreactor Design for Cost Minimization: Effect of Microbial Species and Operating Conditions","year":2008,"lang":"en","type":"article","venue":"International Journal of Chemical Reactor Engineering","topic":"Fluid Dynamics and Mixing","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Aeration; Impeller; Bioreactor; Operating cost; Process engineering; Biomass (ecology); Mixing (physics); Continuous stirred-tank reactor; Mass transfer; Environmental science; Environmental engineering; Engineering; Waste management; Mechanical engineering; Chemical engineering; Ecology; Chemistry","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":[0.000660477,0.0008445012,0.0005418946,0.0003808355,0.0002157181,0.00075343,0.000383731,0.0005567218,0.0006018746],"category_scores_gemma":[0.001154089,0.0003109468,0.0004191855,0.0003632672,0.0002022918,0.0003941609,0.0002317578,0.0003081743,0.0002020343],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006164705,"about_ca_system_score_gemma":0.0008570192,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001260527,"about_ca_topic_score_gemma":0.001616269,"domain_scores_codex":[0.9996781,0.00009187341,0.00002173594,0.00005045244,0.00012233,0.00003549373],"domain_scores_gemma":[0.9997163,0.0001391941,0.00005029434,0.00001271309,0.00006527773,0.00001612286],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000602358,0.0002635208,0.001789552,0.0005766121,0.00005999286,0.0001186988,0.00006243734,0.526298,0.4202454,0.001032244,0.0002902099,0.04866096],"study_design_scores_gemma":[0.0001515952,0.001486401,0.005006781,0.00003918679,0.0001135431,0.0001179949,0.00006525507,0.7265776,0.2627059,0.0007562184,0.002927819,0.00005164769],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6193501,0.001395407,0.3732571,0.0002161975,0.00003673095,0.0001913198,0.0002393925,0.0003569375,0.004956903],"genre_scores_gemma":[0.9151623,0.0005059413,0.08267026,0.00002745897,0.000007001347,0.0001864569,0.0001731896,0.00004643595,0.001220973],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001260527,"threshold_uncertainty_score":0.004472852,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00946964542105926,"score_gpt":0.2171030670408373,"score_spread":0.207633421619778,"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."}}