{"id":"W3120566331","doi":"10.1002/cjce.24022","title":"Experimental and numerical investigation of the scale‐up criterion of solid‐viscous fluid mixing in a stirred tank","year":2021,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Fluid Dynamics and Mixing","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Reynolds number; Mixing (physics); Newtonian fluid; Mechanics; Computational fluid dynamics; Non-Newtonian fluid; Carboxymethyl cellulose; Thermodynamics; SCALE-UP; Scale (ratio); Flow (mathematics); Materials science; Chemistry; Classical mechanics; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001434108,0.00009544424,0.0002038202,0.00007987873,0.00002043179,0.0000163119,0.000139995,0.00005608856,0.00000618546],"category_scores_gemma":[0.00008698799,0.00007559967,0.00006152741,0.0002050589,0.0000625352,0.00007097546,0.00002228396,0.0002362067,8.41812e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000139309,"about_ca_system_score_gemma":0.0001362511,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002546803,"about_ca_topic_score_gemma":0.0000773355,"domain_scores_codex":[0.9992818,0.00001407411,0.0003522956,0.00005882328,0.0001233131,0.0001696784],"domain_scores_gemma":[0.9995998,0.00004598136,0.00005150635,0.0001073086,0.00005248011,0.0001429618],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000002605078,0.000002067529,0.0002719679,0.00004612302,0.00001520337,0.000008825168,0.001024461,0.04844008,0.949991,0.00005936592,0.00002485383,0.0001133737],"study_design_scores_gemma":[0.0002086148,0.000009206383,0.0009093218,0.0002731064,0.00001078436,0.0001119671,0.00007357667,0.234389,0.7638835,0.00004073906,0.00001833352,0.00007187048],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968472,0.001598476,0.001061206,0.0001602261,0.0002656735,0.00003907373,0.000006597246,0.000004556746,0.00001701741],"genre_scores_gemma":[0.9994049,0.000004299657,0.0005042746,0.00001690586,0.00004638536,0.000001122644,9.079463e-7,0.00001795948,0.000003224706],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1861076,"threshold_uncertainty_score":0.3082865,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005850809033087906,"score_gpt":0.1890127226178581,"score_spread":0.1831619135847702,"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."}}