{"id":"W4214769837","doi":"10.3390/fermentation8030102","title":"Investigating a Stirred Bioreactor: Impact of Evolving Fermentation Broth Pseudoplastic Rheology on Mixing Mechanisms","year":2022,"lang":"en","type":"article","venue":"Fermentation","topic":"Fluid Dynamics and Mixing","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Comisión Nacional de Investigación Científica y Tecnológica","keywords":"Shear thinning; Impeller; Rheology; Bioreactor; Mixing (physics); Fermentation; Computational fluid dynamics; Materials science; Flow (mathematics); Mechanics; Chemistry; Physics; Food science; Composite material","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":[0.0004059921,0.0003230365,0.0003225666,0.0002034689,0.0002554846,0.0006504981,0.0002493155,0.0003898547,0.0006714989],"category_scores_gemma":[0.000479268,0.0001115005,0.0003710664,0.0001729026,0.0003054558,0.0004255834,0.0003335467,0.0004533944,0.0001505788],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003099109,"about_ca_system_score_gemma":0.0003537352,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001264553,"about_ca_topic_score_gemma":0.0007855207,"domain_scores_codex":[0.9998552,0.00002394003,0.0000110195,0.00003231641,0.00005043535,0.0000271212],"domain_scores_gemma":[0.9997948,0.00008582007,0.00004076723,0.00002015084,0.00003356393,0.00002491839],"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":[0.0001798392,0.00008740957,0.00133477,0.00008278362,0.000007391459,0.00009069553,0.00005254615,0.006151674,0.9879239,0.0001640896,0.00002628036,0.00389859],"study_design_scores_gemma":[0.0000274842,0.000923772,0.007620077,0.0000131414,0.00002762331,0.00008672888,0.0001300892,0.1076796,0.882261,0.0001787828,0.001013764,0.00003790328],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9873653,0.0003016454,0.01137803,0.00008701874,0.00002327455,0.00003257575,0.00008974334,0.00006653588,0.0006558576],"genre_scores_gemma":[0.9935911,0.0002167207,0.005684601,0.00001415187,0.000004647166,0.0000164696,0.00005404945,0.00001109035,0.0004072394],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001264553,"threshold_uncertainty_score":0.002514422,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0100582586916459,"score_gpt":0.2420807323819803,"score_spread":0.2320224736903344,"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."}}