{"id":"W1993703310","doi":"10.1002/cjce.22107","title":"Distribution of mixing efficiency in a split‐cylinder gas‐lift bioreactor for <i>Yarrowia lipolytica</i> suspensions","year":2014,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Fluid Dynamics and Mixing","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Bioreactor; Aeration; Gas lift; Mixing (physics); Mechanics; Lift (data mining); Mixing patterns; Turbulence; Coalescence (physics); Volumetric flow rate; Materials science; Chemistry; Environmental science; Thermodynamics; Physics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000472344,0.0002763512,0.0004220454,0.0004179794,0.0001896476,0.0006414353,0.0002169472,0.0003538246,0.0004268167],"category_scores_gemma":[0.0006991589,0.0001453241,0.0002867297,0.000327008,0.000169761,0.000217801,0.0002723205,0.000378048,0.0002478295],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00032008,"about_ca_system_score_gemma":0.0002542749,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001491422,"about_ca_topic_score_gemma":0.0007797256,"domain_scores_codex":[0.9995795,0.00005028329,0.00003812553,0.00009204218,0.0001735858,0.00006649584],"domain_scores_gemma":[0.9994596,0.0002175557,0.000109716,0.00003117668,0.0001333774,0.00004869587],"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":[0.0001853093,0.00001769738,0.001523969,0.00001883053,0.000004530236,0.00001577585,0.00003781801,0.0003274429,0.9958106,0.00001410588,0.00001415854,0.002029675],"study_design_scores_gemma":[0.000005684923,0.0002966181,0.01478526,0.000003936611,0.0000134483,0.00003004922,0.0000603852,0.003485797,0.9811411,0.00001315032,0.0001527388,0.00001176395],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968055,0.000168757,0.002583357,0.00001865184,0.000005120132,0.00001025855,0.0001299048,0.00005873938,0.0002196753],"genre_scores_gemma":[0.9964175,0.000134743,0.002830203,0.00001313771,0.000002956023,0.00002140017,0.0002526473,0.00001913674,0.000308204],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001491422,"threshold_uncertainty_score":0.00296551,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005386286119731946,"score_gpt":0.1773318671773663,"score_spread":0.1719455810576344,"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."}}