{"id":"W4285594794","doi":"10.1002/cjce.24548","title":"Validation of a procedure for the numerical simulations of gas–liquid stirred tanks by means of a computational fluid dynamics approach","year":2022,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Fluid Dynamics and Mixing","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computational fluid dynamics; Impeller; Turbulence; Mechanics; Mechanical engineering; Simulation; Computer science; Engineering; Physics","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":[0.0006957515,0.0005647218,0.000512016,0.0004150898,0.0005061221,0.0005634073,0.0008437086,0.0007913038,0.001483728],"category_scores_gemma":[0.001771461,0.0002217955,0.0004939121,0.0002980593,0.0005163968,0.0003399145,0.0005460758,0.0006715712,0.0002554057],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004099511,"about_ca_system_score_gemma":0.001441272,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005171959,"about_ca_topic_score_gemma":0.002353943,"domain_scores_codex":[0.9997364,0.00008279579,0.00002254138,0.00003473487,0.00009857594,0.00002505099],"domain_scores_gemma":[0.9991598,0.0004923008,0.00006185751,0.000116059,0.0001462794,0.00002377235],"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":[0.0001031555,0.0001775045,0.001203222,0.0001182103,0.00002408708,0.0001009139,0.00009453012,0.9296134,0.04586421,0.006262078,0.0001813804,0.01625737],"study_design_scores_gemma":[0.000009583367,0.00002576109,0.0001340015,0.00000237138,0.000002178994,0.000006079139,0.000006392622,0.9948533,0.004489187,0.0001979797,0.0002700588,0.000003069385],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1982333,0.00008179698,0.7966934,0.0001353544,0.00006179921,0.0002251287,0.0002344264,0.0008437173,0.00349106],"genre_scores_gemma":[0.7386457,0.00007454284,0.259547,0.00002234154,0.0000116509,0.0005022169,0.000208779,0.0001251296,0.0008627019],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.005171959,"threshold_uncertainty_score":0.01028371,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006022045739415111,"score_gpt":0.1822406615023671,"score_spread":0.1762186157629519,"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."}}