{"id":"W4400014082","doi":"10.1002/cjce.25372","title":"Unified closure relationship for slug liquid holdup","year":2024,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Fluid Dynamics and Mixing","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Closure (psychology); Slug flow; Mechanics; Surface tension; Flow (mathematics); Dimensionless quantity; Viscosity; Two-phase flow; Inertial frame of reference; Gravitation; Momentum (technical analysis); Fictitious force; Thermodynamics; Physics; Classical mechanics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001971882,0.00127585,0.001343166,0.001656669,0.000757652,0.001674545,0.001759561,0.001653038,0.002470327],"category_scores_gemma":[0.006922059,0.0003887609,0.001431997,0.0004997022,0.001314134,0.003319426,0.001246852,0.001446694,0.0005279198],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001014622,"about_ca_system_score_gemma":0.001020539,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003029269,"about_ca_topic_score_gemma":0.0008507639,"domain_scores_codex":[0.9983083,0.000357148,0.0001045587,0.0003334877,0.0006510991,0.0002453341],"domain_scores_gemma":[0.996953,0.001362995,0.0006380951,0.0002734524,0.0006341993,0.0001382732],"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":[0.0001730419,0.0002212659,0.00306639,0.0004110619,0.00005649169,0.0009100048,0.0005642649,0.7119942,0.0524138,0.1919257,0.003721031,0.03454268],"study_design_scores_gemma":[0.000006449874,0.00001919015,0.0001841437,0.00001312145,0.000004626278,0.00005904949,0.00001229925,0.9915713,0.001817301,0.005627175,0.0006727576,0.0000126797],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06519752,0.001513047,0.9228282,0.0003660552,0.0002398085,0.000142849,0.0002401687,0.0004862413,0.008986096],"genre_scores_gemma":[0.9679314,0.0007285,0.02639663,0.000123303,0.0001352873,0.0002700638,0.0002535009,0.0001670186,0.003994382],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003029269,"threshold_uncertainty_score":0.01042843,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01020467453914721,"score_gpt":0.1900331353759227,"score_spread":0.1798284608367755,"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."}}