{"id":"W1994523701","doi":"10.1002/cjce.21788","title":"Effect of liquid viscosity on hydrodynamics and bubble behaviour of an external‐loop airlift reactor","year":2013,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Fluid Dynamics and Mixing","field":"Engineering","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Bubble; Sauter mean diameter; Viscosity; Airlift; Mechanics; Chemistry; Thermodynamics; Materials science; Physics; Bioreactor","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002787717,0.0001467348,0.000283825,0.0001307971,0.0000174502,0.00002294875,0.0002246785,0.00008340713,0.00001122428],"category_scores_gemma":[0.00007327476,0.0001147866,0.00007602164,0.0000846026,0.00004286046,0.0001251786,0.00001234143,0.0003326577,7.446024e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001074342,"about_ca_system_score_gemma":0.00004309398,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001425063,"about_ca_topic_score_gemma":0.000120304,"domain_scores_codex":[0.9992468,0.00001382864,0.0003139084,0.00006778788,0.0001355102,0.0002221538],"domain_scores_gemma":[0.9992721,0.0000997156,0.00007175236,0.0001649173,0.00005763394,0.0003338497],"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":[0.00002240893,0.000007603134,0.0002840582,0.0001352701,0.00004537284,0.00001423897,0.0001524761,0.1045645,0.8936317,0.0001609908,0.00001695702,0.0009644419],"study_design_scores_gemma":[0.0003964836,0.0004656228,0.0008133815,0.0003324082,0.00005815153,0.0001005901,0.000005322165,0.4733703,0.5242437,0.00002370093,0.0000133122,0.0001770784],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999063,0.0002565382,0.000347182,0.00002398181,0.0001555248,0.00008587974,0.000008541103,0.00001167288,0.00004767117],"genre_scores_gemma":[0.9995419,0.000007332947,0.0003352684,0.000006280367,0.00006960459,0.000001831087,0.000001401992,0.00003235884,0.000004029704],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.369388,"threshold_uncertainty_score":0.468086,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002412157905061763,"score_gpt":0.1706132353283794,"score_spread":0.1682010774233176,"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."}}