{"id":"W3047698888","doi":"10.1002/aic.17016","title":"Local and overall gas holdup in an aerated coaxial mixing system containing a non‐<scp>Newtonian</scp> fluid","year":2020,"lang":"en","type":"article","venue":"AIChE Journal","topic":"Fluid Dynamics and Mixing","field":"Engineering","cited_by":42,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Impeller; Mixing (physics); Mechanics; Dispersion (optics); Computational fluid dynamics; Coaxial; Aeration; Viscosity; Newtonian fluid; Materials science; Chemistry; Mechanical engineering; Engineering; Physics; Composite material; Optics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0002484247,0.0003089852,0.0002410174,0.0002063758,0.0003239287,0.0003632256,0.0002134599,0.0002230186,0.0003466564],"category_scores_gemma":[0.0003723804,0.0001273875,0.000148208,0.0001748753,0.0003935487,0.0003712792,0.0002708229,0.0003137459,0.00007916921],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002945853,"about_ca_system_score_gemma":0.0002589932,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00136634,"about_ca_topic_score_gemma":0.001094083,"domain_scores_codex":[0.9998677,0.0000216016,0.00001004629,0.00003414404,0.00004319403,0.0000234399],"domain_scores_gemma":[0.9997801,0.00006282399,0.00009071407,0.00001281302,0.00003112773,0.00002246858],"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":[0.0001931374,0.00001796442,0.0006377133,0.00002031495,0.000003085093,0.00003847655,0.00003700529,0.0006036531,0.9972039,0.00002611787,0.000009656205,0.001208899],"study_design_scores_gemma":[0.00001296033,0.0004992122,0.0046488,0.000002814577,0.0000128346,0.00003449339,0.00004515515,0.01187009,0.9826217,0.00001278727,0.0002289575,0.0000100664],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991443,0.00005068247,0.0006939133,0.000009014399,0.000001959042,0.000002816065,0.00001733301,0.00001438199,0.00006564957],"genre_scores_gemma":[0.9987664,0.0000403203,0.00102523,0.000003129644,0.00000204242,0.00000537072,0.00002554719,0.000003271753,0.0001287458],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00136634,"threshold_uncertainty_score":0.00271672,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009708376995980818,"score_gpt":0.1997008830465436,"score_spread":0.1899925060505628,"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."}}