{"id":"W3008927134","doi":"10.1002/aic.16959","title":"On the prediction of gas hold‐up in two‐phase flow systems using an Euler–Euler model","year":2020,"lang":"en","type":"article","venue":"AIChE Journal","topic":"Fluid Dynamics and Mixing","field":"Engineering","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada; Compute Canada","keywords":"Bubble; Euler's formula; Flow (mathematics); Mechanics; Turbulence; Euler equations; Momentum (technical analysis); Mathematics; Thermodynamics; Physics; Mathematical analysis","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":[0.0004663253,0.0006545531,0.0005160875,0.0003305688,0.0003154974,0.0005579088,0.0004640458,0.000910881,0.0006362467],"category_scores_gemma":[0.001703807,0.0003428998,0.0003524141,0.000229734,0.0006375706,0.0008235258,0.0004995336,0.0005623268,0.000170836],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005687808,"about_ca_system_score_gemma":0.0007975419,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01355596,"about_ca_topic_score_gemma":0.003867155,"domain_scores_codex":[0.9998966,0.00003432879,0.000005656134,0.00001810056,0.00002379406,0.00002146969],"domain_scores_gemma":[0.9993531,0.0004296618,0.00006601957,0.00004880859,0.0000642524,0.00003819549],"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":[0.00004665359,0.00002282953,0.0009706707,0.00001280054,0.000004922357,0.00002131472,0.00001399251,0.9933603,0.003392432,0.0007093425,0.00004007002,0.001404685],"study_design_scores_gemma":[0.000002116167,0.000005873651,0.00009473493,6.031684e-7,4.622386e-7,7.624413e-7,9.085475e-7,0.999455,0.0003601905,0.00006012388,0.00001809947,0.000001166969],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7499793,0.0003743564,0.2442581,0.0002770659,0.00005178324,0.0000667711,0.0001904001,0.0004385272,0.004363636],"genre_scores_gemma":[0.987151,0.000115686,0.0114429,0.00002197361,0.000007918205,0.00005761075,0.00009301891,0.00003639548,0.001073402],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01355596,"threshold_uncertainty_score":0.02695405,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04162812692903999,"score_gpt":0.2558107819261676,"score_spread":0.2141826549971276,"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."}}