{"id":"W2056553728","doi":"10.1002/cjce.21626","title":"Development of kerosene–water two‐phase up‐flow in a vertical pipe downstream of A 90° bend","year":2011,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Fluid Dynamics and Mixing","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Fluent; Mechanics; Flow (mathematics); Computational fluid dynamics; Pitot tube; Kerosene; Two-phase flow; Materials science; Physics; Thermodynamics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002265441,0.0001283792,0.0002600672,0.0001915481,0.00001357326,0.000008343473,0.0002280811,0.0000637077,0.00004210163],"category_scores_gemma":[0.00004135889,0.00009588833,0.00007140923,0.000120609,0.00004083443,0.00006147457,0.00001602277,0.0002710552,0.000001305105],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001702629,"about_ca_system_score_gemma":0.000152395,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003292591,"about_ca_topic_score_gemma":0.0006280382,"domain_scores_codex":[0.9989627,0.000004836952,0.0005316196,0.0000592731,0.0001261021,0.0003154886],"domain_scores_gemma":[0.9995197,0.00002433017,0.000026953,0.000118941,0.00005231368,0.0002577656],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00002394819,0.00002274609,0.0001130136,0.00009290282,0.00008633369,0.00004479535,0.00440406,0.03913002,0.9532412,0.0002746408,0.0000157941,0.002550567],"study_design_scores_gemma":[0.0008350993,0.00001990046,0.0001254248,0.0001848753,0.00001857186,0.00005004184,0.0000227397,0.1286193,0.869826,0.00004574697,0.0001195797,0.0001327087],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969195,0.0001453338,0.002508108,0.00001328455,0.0001914351,0.00004389996,0.000004382312,0.000007337275,0.0001667482],"genre_scores_gemma":[0.9939925,0.000001977204,0.005936577,0.000005182428,0.00003398327,0.000001621695,0.000001740425,0.00002372938,0.000002657515],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08948926,"threshold_uncertainty_score":0.3910213,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01026928567680457,"score_gpt":0.1816497086562413,"score_spread":0.1713804229794368,"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."}}