{"id":"W4412699918","doi":"10.11159/ffhmt25.119","title":"A Study of Slurry Flow in Annular Jet Pump for Optimized Specific Energy Consumption—A Mixture Model Approach","year":2025,"lang":"en","type":"article","venue":"Proceedings of the ... International Conference on Fluid Flow, Heat and Mass Transfer","topic":"Cyclone Separators and Fluid Dynamics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"European Commission","keywords":"Energy consumption; Slurry; Flow (mathematics); Jet (fluid); Mechanics; Materials science; Process engineering; Energy (signal processing); Environmental science; Physics; Engineering; Electrical engineering; Composite material","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":[0.0002464144,0.0003073537,0.0004994908,0.0003425585,0.000344322,0.0007874832,0.0003379762,0.0005548,0.0006189066],"category_scores_gemma":[0.0005211385,0.0001688592,0.0005266502,0.0002602065,0.0003535154,0.0005951251,0.0003071352,0.0003032202,0.0001191487],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004028011,"about_ca_system_score_gemma":0.000601739,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003527001,"about_ca_topic_score_gemma":0.001526522,"domain_scores_codex":[0.9998891,0.00002136719,0.000007425567,0.00002666445,0.00003729715,0.00001817481],"domain_scores_gemma":[0.9998465,0.00008287404,0.00002530448,0.00001029175,0.00002760247,0.000007408019],"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":[0.0004247223,0.0003508398,0.007796359,0.0002902472,0.00005277909,0.0004317707,0.0001864233,0.7597879,0.1857785,0.01256615,0.0006118375,0.0317225],"study_design_scores_gemma":[0.000006779974,0.00009897517,0.0006837753,0.000003333138,0.000006915867,0.00002140427,0.00001578381,0.9919518,0.00668815,0.0001939167,0.000322169,0.000006965311],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8550242,0.0007535008,0.1361899,0.0002822848,0.00005793365,0.00009637462,0.000148144,0.0001986334,0.007249173],"genre_scores_gemma":[0.9919232,0.0002548493,0.006495636,0.00001195187,0.000007275319,0.00003151617,0.00004224063,0.00001026925,0.001223046],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003527001,"threshold_uncertainty_score":0.007012963,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02121188581800228,"score_gpt":0.2356722744822054,"score_spread":0.2144603886642031,"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."}}