{"id":"W250503452","doi":"","title":"Dynamics of Fluid Particles in Turbulent Flows; CFD simulations, Model Development and Phenomenological Studies","year":2005,"lang":"en","type":"article","venue":"Chalmers Publication Library (Chalmers University of Technology)","topic":"Fluid Dynamics and Mixing","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Breakup; Turbulence; Mechanics; Computational fluid dynamics; Fluid dynamics; Eddy; Break-Up; Population; Phenomenological model; Two-fluid model; Statistical physics; Physics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.000525878,0.0005868322,0.0005331089,0.000539367,0.0004884662,0.001319173,0.0007037055,0.001165197,0.000906907],"category_scores_gemma":[0.001067586,0.0003597728,0.0006181755,0.0005290169,0.0008568848,0.0008365916,0.0006654721,0.0006686524,0.0003691604],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008363672,"about_ca_system_score_gemma":0.001000045,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005260712,"about_ca_topic_score_gemma":0.001639444,"domain_scores_codex":[0.9998081,0.00005056816,0.00001396219,0.00002680151,0.00007592151,0.00002464164],"domain_scores_gemma":[0.9997274,0.0001355023,0.00004373603,0.00002351995,0.00005490931,0.00001485295],"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":[0.00002233113,0.0000660533,0.001151628,0.0001204768,0.00001139845,0.00006973851,0.00008781288,0.9592752,0.00356313,0.02531087,0.0005453512,0.009776019],"study_design_scores_gemma":[0.000005166447,0.00001133891,0.0001586141,0.00001413844,0.000001804299,0.00001078084,0.00001030098,0.9953942,0.0009077023,0.001472197,0.002007076,0.000006720899],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1948334,0.005370757,0.7588247,0.001109304,0.000457625,0.0004516672,0.0009269156,0.0006871134,0.03733854],"genre_scores_gemma":[0.8807735,0.005882965,0.09883905,0.0001796733,0.0001310834,0.0007327985,0.0007167069,0.0001595845,0.01258463],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.005260712,"threshold_uncertainty_score":0.0104602,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01435510390683773,"score_gpt":0.1932012377137029,"score_spread":0.1788461338068652,"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."}}