{"id":"W2045839245","doi":"10.1016/j.cherd.2011.01.008","title":"Design rules for suspending concentrated mixtures of solids in stirred tanks","year":2011,"lang":"en","type":"article","venue":"Process Safety and Environmental Protection","topic":"Fluid Dynamics and Mixing","field":"Engineering","cited_by":70,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Impeller; Slurry; Materials science; Suspension (topology); Particle (ecology); Agitator; Particle size; Phase (matter); Chemical engineering; Composite material; Thermodynamics; Chemistry; Engineering","routes":{"ca_aff":true,"ca_fund":true,"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":[0.002214103,0.001033349,0.0008684393,0.0008613252,0.0007819977,0.002788357,0.001591925,0.001691843,0.001613724],"category_scores_gemma":[0.005682797,0.0008546993,0.0008372084,0.0003079153,0.001099228,0.001163407,0.001124633,0.001262368,0.00092525],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007251557,"about_ca_system_score_gemma":0.0007735876,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001499134,"about_ca_topic_score_gemma":0.002106915,"domain_scores_codex":[0.9977669,0.0003892833,0.0002587546,0.0003083107,0.001093179,0.0001836424],"domain_scores_gemma":[0.9975665,0.001305603,0.000303097,0.0001857705,0.0005574308,0.00008173562],"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":[0.0008087099,0.0003187784,0.001449898,0.0007015132,0.0001390612,0.0009228687,0.0007098935,0.5221766,0.2025838,0.09508242,0.003055307,0.1720512],"study_design_scores_gemma":[0.0001695517,0.0002391738,0.0003465522,0.00007725754,0.0001556426,0.0001211095,0.00007587764,0.8341935,0.1257702,0.03166084,0.007131849,0.00005842365],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04392169,0.0002756572,0.9457538,0.0001249147,0.0001004883,0.0002699608,0.00007225375,0.0008876321,0.008593596],"genre_scores_gemma":[0.684213,0.0003909774,0.3061034,0.0001832069,0.00005521587,0.0005329354,0.000186054,0.0003639812,0.007971106],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002788357,"threshold_uncertainty_score":0.01170945,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01803304700928022,"score_gpt":0.192297455767733,"score_spread":0.1742644087584528,"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."}}