{"id":"W1584362101","doi":"10.1007/978-3-319-48176-0_46","title":"Digester Design Using CFD","year":2016,"lang":"en","type":"book-chapter","venue":"","topic":"Fluid Dynamics and Mixing","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Hatch (Canada)","funders":"","keywords":"Slurry; Computational fluid dynamics; Dissolution; Gibbsite; Inlet; Plug flow; Impeller; Process engineering; Grinding; Residence time distribution; Materials science; Environmental science; Chemical engineering; Engineering; Chemistry; Kaolinite; Mechanics; Mechanical engineering; Environmental engineering; Mineralogy; Metallurgy; Inclusion (mineral)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00004889882,0.0002284808,0.0001871615,0.00008646274,0.0000232411,0.00003003294,0.00009397353,0.0002160443,0.0006548557],"category_scores_gemma":[0.000001474514,0.0001801928,0.00007584,0.000005517906,0.00001530966,0.00005593886,0.00003073206,0.0001198518,0.0003170615],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009504278,"about_ca_system_score_gemma":0.00001420722,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000125387,"about_ca_topic_score_gemma":0.000002087085,"domain_scores_codex":[0.9994219,0.00000179357,0.0001591961,0.0001450213,0.00008988494,0.000182205],"domain_scores_gemma":[0.9996667,0.00003144337,0.00001699472,0.0002137382,0.000018799,0.0000523392],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000007090565,0.000003947112,0.00000397107,0.0001752525,0.0003407343,0.00009542647,0.0000693862,0.01966922,0.01518338,0.9239213,0.007239485,0.03329078],"study_design_scores_gemma":[0.0005996942,0.00005144835,0.000005429171,0.001478798,0.0001758112,0.00008005952,0.000002771567,0.3855552,0.001125189,0.05556459,0.5527957,0.002565345],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000009955425,0.000244725,0.3421666,0.000004648984,0.0003592469,0.00007789838,0.000006079727,0.0001779852,0.6569529],"genre_scores_gemma":[0.00179809,0.0001982719,0.009461538,0.00004638801,0.0003054838,0.000001997136,0.000003762567,0.0001914698,0.987993],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8683568,"threshold_uncertainty_score":0.7348051,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02801978730760035,"score_gpt":0.1924429663053862,"score_spread":0.1644231789977858,"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."}}