{"id":"W4381614305","doi":"10.11159/ffhmt23.195","title":"Computational Study of Taylor Bubble Drift Velocity in Inclined Multiphase Flow","year":2023,"lang":"en","type":"article","venue":"Proceedings of the ... International Conference on Fluid Flow, Heat and Mass Transfer","topic":"Fluid Dynamics and Mixing","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Bubble; Mechanics; Multiphase flow; Flow (mathematics); Geology; Computer science; Physics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002315067,0.0001577989,0.0002252082,0.0002214723,0.00004063547,0.00003522832,0.0002958122,0.000062799,0.00003006706],"category_scores_gemma":[0.00002641605,0.000134107,0.00005768728,0.0002416701,0.00004690341,0.0001337602,0.00004689458,0.0001675135,0.00000284211],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003990023,"about_ca_system_score_gemma":0.00001953571,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004747188,"about_ca_topic_score_gemma":0.00003356878,"domain_scores_codex":[0.998901,0.000005369595,0.0003725396,0.0001978109,0.0003624256,0.0001608684],"domain_scores_gemma":[0.9996037,0.00004630825,0.00001368654,0.0000567145,0.0002360766,0.00004344374],"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":[0.0003671878,0.0005378593,0.008630975,0.0003143449,0.0002521738,0.000003994431,0.005628221,0.3076265,0.6421156,0.03071569,0.0003106138,0.00349688],"study_design_scores_gemma":[0.001544693,0.00009504938,0.00329448,0.0001074304,0.00001384382,0.00000101911,0.0004985267,0.9839562,0.008861147,0.001471958,0.00002624131,0.0001294343],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951872,0.0000108634,0.00164543,0.0003034166,0.0002734785,0.0003240822,0.00006334065,0.000059853,0.002132373],"genre_scores_gemma":[0.9989185,0.00004642178,0.0008508615,0.00002505958,0.00003155314,0.00003378633,0.00001419795,0.00001907732,0.00006054165],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6763297,"threshold_uncertainty_score":0.5468727,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02055399321118515,"score_gpt":0.244246207878804,"score_spread":0.2236922146676188,"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."}}