{"id":"W2096964019","doi":"10.1115/1.4003853","title":"Co-Current Gas-Liquid Smooth-Stratified Flow in a Horizontal Reduced T-Junction Including Wavy and Slug Regime Transition Boundaries","year":2011,"lang":"en","type":"article","venue":"Journal of Fluids Engineering","topic":"Nuclear Engineering Thermal-Hydraulics","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Froude number; Inlet; Entrainment (biomusicology); Mechanics; Stratified flow; Slug flow; Materials science; Two-phase flow; Volumetric flow rate; Flow (mathematics); Geology; Physics; Geomorphology","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":[0.0002732797,0.000211206,0.0006097509,0.0003515845,0.0003697206,0.0005726489,0.0003712633,0.0003268612,0.001109557],"category_scores_gemma":[0.0003456573,0.0001979527,0.0002478108,0.000404569,0.0005021603,0.000367421,0.0002672669,0.0003848594,0.000250572],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005275076,"about_ca_system_score_gemma":0.0006448723,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003698988,"about_ca_topic_score_gemma":0.003001725,"domain_scores_codex":[0.9998726,0.00001878533,0.000008180446,0.00002978753,0.00003341088,0.00003719072],"domain_scores_gemma":[0.9998388,0.00003103902,0.00003371157,0.0000141049,0.00004193168,0.00004033358],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0005544116,0.000136716,0.004551432,0.00004567932,0.00001113919,0.0001893077,0.00008847478,0.008555715,0.9822207,0.0006780153,0.00008872261,0.002879602],"study_design_scores_gemma":[0.0001625761,0.001597003,0.01517732,0.00001715814,0.00004536396,0.0000891101,0.000211634,0.1631766,0.8181573,0.0004146201,0.0009227796,0.00002857767],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983469,0.00003026125,0.001257475,0.00001052978,0.000003163907,0.00000808107,0.00002846238,0.00004274906,0.0002722474],"genre_scores_gemma":[0.9976821,0.00003573764,0.001933279,0.000006552146,0.000002358257,0.000009545524,0.00006030697,0.000008073269,0.000261951],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003698988,"threshold_uncertainty_score":0.007354915,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01844571201315976,"score_gpt":0.2181872322643787,"score_spread":0.1997415202512189,"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."}}