{"id":"W2710757996","doi":"10.1299/jsmeicone.2007.15._icone1510_364","title":"ICONE15-10675 EFFECT OF INLET TWO-PHASE FLOW PATTERN ON THE ANNULAR FLOW LIQUID SEPARATION PHENOMENA","year":2007,"lang":"en","type":"article","venue":"The Proceedings of the International Conference on Nuclear Engineering (ICONE)","topic":"Cyclone Separators and Fluid Dynamics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University; McMaster University","funders":"","keywords":"Separator (oil production); Superficial velocity; Inlet; Slug flow; Mechanics; Stratified flow; Flow velocity; Materials science; Flow (mathematics); Two-phase flow; Thermodynamics; Geology; Physics","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":[],"consensus_categories":[],"category_scores_codex":[0.000728394,0.0002846603,0.00026206,0.0001291458,0.00008592189,0.00007924289,0.000873756,0.00007992393,0.00009908584],"category_scores_gemma":[0.0001147575,0.0001732582,0.0001517992,0.0001891297,0.0000760152,0.0001351307,0.0001158895,0.0004669565,0.00002589143],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001126369,"about_ca_system_score_gemma":0.00001032656,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001343132,"about_ca_topic_score_gemma":0.000003221855,"domain_scores_codex":[0.9986414,0.00001042133,0.0004085649,0.0001921392,0.0004881753,0.0002593485],"domain_scores_gemma":[0.9992617,0.0001704855,0.0001108131,0.0002157305,0.0001855907,0.0000556908],"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":[0.0007850024,0.0001225821,0.0001741779,0.0001661476,0.0004353939,0.000002259525,0.002186395,0.285937,0.6539204,0.04988675,0.0008632892,0.005520629],"study_design_scores_gemma":[0.0006755148,0.0004483013,0.0002401384,0.0002000245,0.00003276006,0.000006993005,0.00008914989,0.9204707,0.07673647,0.00006941841,0.0008399966,0.0001905899],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9926383,0.00002405674,0.0011288,0.0004863259,0.0005974502,0.0003435934,0.00003428763,0.0001298107,0.0046173],"genre_scores_gemma":[0.9994547,0.00003362567,0.00007721011,0.00008822622,0.000215587,0.00001252729,0.000005014841,0.000059674,0.00005338772],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6345337,"threshold_uncertainty_score":0.7065263,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01083009261645874,"score_gpt":0.2419069995279024,"score_spread":0.2310769069114437,"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."}}