{"id":"W2077169875","doi":"10.1002/cjce.20004","title":"Solids suspension agitation in square tanks","year":2008,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Fluid Dynamics and Mixing","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Impeller; Baffle; Suspension (topology); Square (algebra); Power (physics); Suspended solids; Agitator; Materials science; Mechanics; Engineering; Mechanical engineering; Marine engineering; Waste management; Mathematics; Physics; Thermodynamics; Geometry; Wastewater","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":[0.0001236788,0.00008678502,0.0001257399,0.0001590527,0.00002951675,0.00001735824,0.0001354139,0.00006086682,0.00001091589],"category_scores_gemma":[0.00009958309,0.00007444146,0.00004906537,0.0001655189,0.00002214056,0.00008927679,0.000004616511,0.0003378337,0.00000301514],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002506451,"about_ca_system_score_gemma":0.00009418544,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003171633,"about_ca_topic_score_gemma":0.0005275846,"domain_scores_codex":[0.9994085,0.000004047532,0.0002276017,0.00004115105,0.0000973461,0.0002213853],"domain_scores_gemma":[0.999621,0.00004007432,0.00002063942,0.00007711204,0.00006110368,0.0001800239],"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":[0.000002759162,0.000002568995,0.0003093633,0.00002918749,0.00001779613,0.0002469392,0.0009794579,0.8331497,0.1634258,0.0005081899,0.0008175815,0.0005106352],"study_design_scores_gemma":[0.0006149147,0.00002647234,0.002209594,0.0002789927,0.00001473336,0.001020237,0.00004442366,0.948069,0.04572638,0.0002679184,0.001387292,0.0003400277],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975811,0.0005073407,0.001091827,0.0001613724,0.0003674191,0.00003530187,0.000001333394,0.00001611092,0.0002381517],"genre_scores_gemma":[0.9993957,0.00001101393,0.0004185244,0.00003250012,0.00010882,7.999591e-7,0.000001398617,0.00002215546,0.000009105343],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1176995,"threshold_uncertainty_score":0.3035635,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006945823798895516,"score_gpt":0.1678862888935722,"score_spread":0.1609404650946767,"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."}}