{"id":"W2017940217","doi":"10.1115/ajtec2011-44606","title":"Experimental Investigation of Two-Phase Flow in a Multi-Branch Reduced T-Junction With Co-Current Stratified Gas-Liquid Flow","year":2011,"lang":"en","type":"article","venue":"ASME/JSME 2011 8th Thermal Engineering Joint Conference","topic":"Nuclear Engineering Thermal-Hydraulics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Froude number; Stratified flow; Entrainment (biomusicology); Inlet; Mechanics; Stratified flows; Flow (mathematics); Two-phase flow; Volumetric flow rate; Materials science; Flow visualization; Current (fluid); Stratification (seeds); Thermodynamics; Geology; Physics; Turbulence; Geomorphology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000278567,0.000577112,0.0005570184,0.0003677242,0.00003776924,0.00003886228,0.0003228727,0.0001678736,0.0002996822],"category_scores_gemma":[0.00001894315,0.0005937709,0.000100145,0.0002650529,0.00009778945,0.0004676958,0.00004137253,0.0005978332,0.00007558818],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001780287,"about_ca_system_score_gemma":0.00007973798,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007346118,"about_ca_topic_score_gemma":0.00001594033,"domain_scores_codex":[0.9978718,0.0000507922,0.000704622,0.0004358141,0.0003331071,0.0006039198],"domain_scores_gemma":[0.9989493,0.00002924138,0.0001249486,0.0005523226,0.0001034475,0.0002406793],"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":[0.0001514463,0.0001397754,0.00004025794,0.0001574131,0.00006277567,0.00001207792,0.002401429,0.2652496,0.7296439,0.0001566932,0.00001712768,0.001967491],"study_design_scores_gemma":[0.001890547,0.0002850195,0.001820213,0.0002332637,0.0000195243,0.00001357831,0.00003830351,0.5069205,0.4883121,0.000006920564,0.0000206745,0.0004393861],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9242886,0.0002067357,0.07317846,0.000008915745,0.0007095434,0.0005242492,0.00002203151,0.0006128729,0.0004485671],"genre_scores_gemma":[0.9837401,0.00002183283,0.0158126,0.00000742166,0.00008259756,0.0001205366,0.00003996733,0.0001659327,0.000008992758],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2416709,"threshold_uncertainty_score":0.9996514,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05170433229556296,"score_gpt":0.2507543409740542,"score_spread":0.1990500086784912,"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."}}