{"id":"W1974246615","doi":"10.1080/00986440590473281","title":"Mass Transfer Studies in Stirred AirLift Reactor","year":2004,"lang":"en","type":"article","venue":"Chemical Engineering Communications","topic":"Fluid Dynamics and Mixing","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Mass transfer; Agitator; Airlift; Phase (matter); Chromatography; Continuous stirred-tank reactor; Chemistry; Mass transfer coefficient; Bioreactor; Materials science; Analytical Chemistry (journal)","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":[0.0005038487,0.0004194313,0.0006351982,0.0002795039,0.0003951787,0.0004196645,0.000315271,0.0003754146,0.0009091616],"category_scores_gemma":[0.0006476269,0.000122321,0.000541954,0.0002232799,0.0002488559,0.0005689611,0.0002070665,0.000738493,0.0003575314],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004229465,"about_ca_system_score_gemma":0.000247577,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002459415,"about_ca_topic_score_gemma":0.0009200391,"domain_scores_codex":[0.999626,0.00009440145,0.00001932104,0.00007864702,0.0001268327,0.00005477101],"domain_scores_gemma":[0.9997175,0.0001221728,0.00005689165,0.00001610205,0.0000668637,0.00002044259],"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":[0.0002810152,0.00005975388,0.0005310526,0.00008423908,0.00001319762,0.0000532267,0.00008415677,0.0007941828,0.994605,0.00005988138,0.0000347908,0.00339963],"study_design_scores_gemma":[0.00002987685,0.0007596161,0.001369468,0.000004870768,0.00001903772,0.00004391986,0.00005155429,0.005974259,0.9912145,0.00004826151,0.0004749202,0.000009757478],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9950361,0.0005337871,0.003802767,0.00004708526,0.00001508703,0.00001583911,0.00008825438,0.00008923664,0.000371886],"genre_scores_gemma":[0.9960138,0.0002998178,0.002595904,0.00002384512,0.0000186774,0.00002133158,0.0001608835,0.00001866492,0.0008472189],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002459415,"threshold_uncertainty_score":0.004890203,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03006259112499906,"score_gpt":0.25619043273777,"score_spread":0.2261278416127709,"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."}}