{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002559298,0.0002328073,0.0003866254,0.0002431747,0.0002630409,0.0004682734,0.0002543249,0.0003205442,0.001406129],"category_scores_gemma":[0.0005855271,0.0001470851,0.0001651577,0.0002431967,0.0001915863,0.0003605688,0.0002385726,0.0005141638,0.0002012963],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004861662,"about_ca_system_score_gemma":0.0003614461,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002522013,"about_ca_topic_score_gemma":0.001502185,"domain_scores_codex":[0.9997875,0.00001941628,0.000009232101,0.00005918913,0.00007358672,0.0000511914],"domain_scores_gemma":[0.9994982,0.0001946131,0.00006790343,0.00002280518,0.0001122711,0.0001042126],"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":[0.0002981715,0.00002127188,0.0007067516,0.00002726183,0.000007493621,0.00002781227,0.00003240727,0.0006688812,0.9955544,0.0001345361,0.00005661277,0.002464539],"study_design_scores_gemma":[0.00002535305,0.0009389832,0.005648802,0.00000520852,0.00002486655,0.00004344805,0.00003397334,0.01627596,0.9759316,0.00008463706,0.0009663288,0.00002073899],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951356,0.0002877195,0.003816565,0.00004417908,0.00002088373,0.000008308385,0.0001508245,0.00008711927,0.0004487187],"genre_scores_gemma":[0.9961292,0.0001034823,0.002562779,0.0000238887,0.000008693774,0.000009857557,0.0002918697,0.00002057523,0.0008496451],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002522013,"threshold_uncertainty_score":0.005014598,"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."}}