{"id":"W2495178923","doi":"10.1007/978-94-010-1015-3_271","title":"Fluid Mixing Design: Comparison of Simple Versus Complex Modeling Methods","year":2001,"lang":"en","type":"book-chapter","venue":"","topic":"Electrohydrodynamics and Fluid Dynamics","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Resistor; Simple (philosophy); Mixing (physics); Channel (broadcasting); Computer science; Electronic engineering; Software; Finite element method; Engineering; Electrical engineering; Physics; Structural engineering; Telecommunications; Programming language; Voltage","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001478523,0.0007486659,0.001036402,0.000657319,0.0002547143,0.001126336,0.00121272,0.0007061747,0.005097128],"category_scores_gemma":[0.002550675,0.0004836923,0.0006617369,0.0006362697,0.0003753051,0.001334726,0.0007492058,0.0006068251,0.001085812],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004007474,"about_ca_system_score_gemma":0.0004593534,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004366521,"about_ca_topic_score_gemma":0.0006390958,"domain_scores_codex":[0.9992269,0.000258371,0.00004418002,0.00007811326,0.0003719321,0.00002054671],"domain_scores_gemma":[0.9987646,0.0008750325,0.00008182482,0.0001145194,0.0001407378,0.00002325675],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0005521706,0.0001550807,0.0005631364,0.001315763,0.0001102487,0.00003342777,0.00009400171,0.2620978,0.01746756,0.02329882,0.002888671,0.6914234],"study_design_scores_gemma":[0.0001041498,0.0002688238,0.0005508145,0.00009550244,0.00009750296,0.00009487271,0.0000237611,0.952051,0.01789275,0.01361728,0.01517011,0.0000333741],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.009810123,0.002642515,0.9790651,0.00009139082,0.0000837862,0.00006702774,0.00007206123,0.0006036594,0.007564469],"genre_scores_gemma":[0.2280783,0.005479653,0.750984,0.00009760491,0.0001301726,0.0002619677,0.0002467616,0.0005252152,0.01419637],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.005097128,"threshold_uncertainty_score":0.01705158,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09616484305717647,"score_gpt":0.330595919347355,"score_spread":0.2344310762901786,"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."}}