{"id":"W4404119055","doi":"10.1002/cjce.25538","title":"Numerical investigation of hydrodynamic performance and power consumption in stirred reactors with perforated Scaba <scp>6SRGT</scp> impellers for non‐Newtonian fluid","year":2024,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Fluid Dynamics and Mixing","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Natural Science Foundation of China","keywords":"Impeller; Non-Newtonian fluid; Power consumption; Mechanics; Newtonian fluid; Power (physics); Physics; Thermodynamics","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":[0.000234789,0.0003202045,0.0003994173,0.0002947241,0.0003785951,0.0004848489,0.0004149859,0.0006407067,0.001067363],"category_scores_gemma":[0.000722249,0.0001936385,0.0005241098,0.0003592161,0.0004905433,0.0002820327,0.0002597933,0.0002509376,0.0001167685],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004274902,"about_ca_system_score_gemma":0.0003606843,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005819689,"about_ca_topic_score_gemma":0.003258272,"domain_scores_codex":[0.9999104,0.00001721377,0.000006938693,0.00001664706,0.00002671333,0.00002220799],"domain_scores_gemma":[0.9996346,0.0001872069,0.00007621088,0.00002828599,0.00005428888,0.00001920977],"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":[0.0002887908,0.00008075634,0.00618124,0.0001311466,0.00003350631,0.0004196383,0.0001087491,0.9183127,0.06794649,0.0006062059,0.0001664486,0.005724374],"study_design_scores_gemma":[0.00002495398,0.0001755475,0.002435984,0.000004686139,0.00001237682,0.00003306754,0.00005731126,0.9876347,0.00934754,0.00007518803,0.0001866519,0.00001196378],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9900076,0.00005588482,0.00835322,0.00004111601,0.00001019106,0.00001287877,0.00008122916,0.00008772135,0.001350235],"genre_scores_gemma":[0.9958461,0.00003054502,0.003682319,0.000004397466,0.000001586404,0.00001294865,0.00004253211,0.000007658105,0.0003718792],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005819689,"threshold_uncertainty_score":0.01157159,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004602246016892146,"score_gpt":0.167090684661359,"score_spread":0.1624884386444668,"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."}}