{"id":"W2066909126","doi":"10.1002/cjce.5450810203","title":"Mixing Time in a Short Bubble Column","year":2003,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Fluid Dynamics and Mixing","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mixing (physics); Bubble; Circulation (fluid dynamics); Mechanics; Viscosity; Flow (mathematics); Range (aeronautics); Materials science; Thermodynamics; Physics; Composite material","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":[0.0003125284,0.0001083795,0.0001719073,0.0001511331,0.00002409033,0.00003280978,0.000186301,0.00006689935,0.00003683855],"category_scores_gemma":[0.0001168977,0.0000988544,0.00006137322,0.0002123582,0.00001875429,0.00007442991,0.000004355879,0.0003867432,0.00000624116],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003142787,"about_ca_system_score_gemma":0.0001339562,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002492896,"about_ca_topic_score_gemma":0.0004739135,"domain_scores_codex":[0.999248,0.000006985922,0.0002645005,0.00005260339,0.00009732725,0.0003306197],"domain_scores_gemma":[0.9995465,0.00004936167,0.00001037851,0.0001014973,0.00003005415,0.0002621763],"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":[0.000001755036,0.000003990012,0.0003942382,0.00003562944,0.00004808456,0.0001426661,0.0003365629,0.6509548,0.3457404,0.001438649,0.0005357583,0.0003674818],"study_design_scores_gemma":[0.0005470676,0.00002350253,0.0003519272,0.0003505371,0.00003466276,0.0007229356,0.00002484817,0.8696929,0.1181657,0.0003655443,0.009178191,0.0005421972],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958887,0.0007065649,0.0008580222,0.0000537836,0.0002804925,0.00005148422,0.000002011164,0.00002052597,0.002138458],"genre_scores_gemma":[0.9990978,0.000003024593,0.0007664768,0.00002046171,0.00005377437,0.000001519718,5.630528e-7,0.00003128622,0.00002512136],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2275747,"threshold_uncertainty_score":0.4031166,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003704142110557976,"score_gpt":0.1528417730828644,"score_spread":0.1491376309723064,"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."}}