{"id":"W1970748636","doi":"10.1002/aic.10341","title":"Numerical investigation of blade shape in static mixing","year":2004,"lang":"en","type":"article","venue":"AIChE Journal","topic":"Fluid Dynamics and Mixing","field":"Engineering","cited_by":67,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Mechanics; Laminar flow; Computational fluid dynamics; Pressure drop; Mixing (physics); Materials science; Volumetric flow rate; Newtonian fluid; Mechanical engineering; Engineering; Physics","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":[0.0005421669,0.0003162092,0.0004513731,0.000456208,0.0004357093,0.000726769,0.0005010518,0.0007283019,0.001586075],"category_scores_gemma":[0.001799526,0.0002985485,0.0003950318,0.0004370841,0.0004547264,0.0003192915,0.0004672701,0.000253409,0.0002461397],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005142439,"about_ca_system_score_gemma":0.0004786784,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002904033,"about_ca_topic_score_gemma":0.001399679,"domain_scores_codex":[0.9998558,0.0000376812,0.000007782231,0.00001577858,0.00004901987,0.00003398377],"domain_scores_gemma":[0.9993395,0.0002894579,0.0000979504,0.00007299381,0.0001402622,0.00005985703],"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":[0.0002760724,0.00006779492,0.004438052,0.00006569317,0.00001644759,0.0002214125,0.00008277511,0.9713463,0.01184777,0.00336055,0.0003263532,0.007950725],"study_design_scores_gemma":[0.00001880114,0.00007037405,0.0008213022,0.000005684194,0.000004426433,0.0000237981,0.00002010739,0.9970534,0.001494275,0.0002099313,0.0002705595,0.000007281068],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9529214,0.0002806834,0.03599276,0.0001195271,0.00007722527,0.00004626119,0.0001717833,0.0002301398,0.01016028],"genre_scores_gemma":[0.9927825,0.00005547853,0.005987994,0.00001396598,0.000005887043,0.00001599256,0.00006825232,0.00001461901,0.001055279],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002904033,"threshold_uncertainty_score":0.005774319,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008215687616982546,"score_gpt":0.2036487323604424,"score_spread":0.1954330447434599,"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."}}