{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002893942,0.0003516228,0.0006631823,0.0005928543,0.0006741413,0.001035105,0.000834144,0.001150375,0.001887558],"category_scores_gemma":[0.001624826,0.0003103169,0.0004799179,0.0004118652,0.0008144183,0.0006195047,0.0006043599,0.0007479346,0.0001743259],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007218534,"about_ca_system_score_gemma":0.0008788527,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01244616,"about_ca_topic_score_gemma":0.004998699,"domain_scores_codex":[0.9998918,0.00002807469,0.000005779028,0.00001521883,0.00002825595,0.00003093705],"domain_scores_gemma":[0.999276,0.000445223,0.00005991953,0.00004200635,0.0000988366,0.00007801598],"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":[0.0005620564,0.0003235122,0.005794165,0.00009722774,0.00004796114,0.0005524551,0.000126133,0.9690821,0.009472373,0.004934711,0.0009188665,0.008088482],"study_design_scores_gemma":[0.00001754722,0.00002969415,0.0007603419,0.000002695471,0.000003078339,0.00001211953,0.00001885695,0.9983763,0.0005287398,0.0001571904,0.0000880926,0.000005353202],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9784761,0.0003204431,0.01093701,0.0004151885,0.00008655813,0.00004324047,0.0001812376,0.000144221,0.009395927],"genre_scores_gemma":[0.9967046,0.00004721358,0.002240451,0.00002259423,0.00001210245,0.00001383306,0.00005466033,0.00001847798,0.0008861424],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01244616,"threshold_uncertainty_score":0.02474743,"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."}}