{"id":"W1983110637","doi":"10.1021/ie070955r","title":"Comparison of Continuous Blend Time and Residence Time Distribution Models for a Stirred Tank","year":2007,"lang":"en","type":"article","venue":"Industrial & Engineering Chemistry Research","topic":"Fluid Dynamics and Mixing","field":"Engineering","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Impeller; Residence time distribution; Mixing (physics); Continuous stirred-tank reactor; Residence time (fluid dynamics); Mechanics; Flow (mathematics); Agitator; Materials science; Volumetric flow rate; Environmental science; Chemistry; Physics; Engineering","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":[0.001283178,0.000174674,0.0003416459,0.00007390314,0.00006517419,0.00005096466,0.0002056741,0.0003039145,0.00001676687],"category_scores_gemma":[0.0004487148,0.0002032053,0.00005212262,0.0003038275,0.00007065375,0.0001036698,0.00007424148,0.0005529166,0.000003451871],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001704445,"about_ca_system_score_gemma":0.00004826991,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001935778,"about_ca_topic_score_gemma":7.073225e-7,"domain_scores_codex":[0.9983955,0.00001016027,0.0004210758,0.00023623,0.000353095,0.0005839273],"domain_scores_gemma":[0.9988521,0.0005402048,0.00003485233,0.0002255364,0.0001815499,0.0001658117],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00006300852,0.00002004327,0.00003701925,0.0001410668,0.00003295585,0.00000408897,0.00005133343,0.1264794,0.8691301,0.00005622676,0.002560502,0.001424322],"study_design_scores_gemma":[0.0004945074,0.00003558071,0.00001700387,0.000160078,0.000008917467,0.000004111789,0.00001907282,0.6522562,0.3460075,0.00003656273,0.0008207816,0.0001396413],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9846565,0.000827186,0.01221012,0.00004770016,0.0001378163,0.0005821031,0.0003337052,0.0002444439,0.0009604083],"genre_scores_gemma":[0.9984954,0.00001763981,0.0002373829,3.630827e-7,0.0002753262,0.00002051604,0.0001434281,0.00004430806,0.0007656147],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5257769,"threshold_uncertainty_score":0.8286471,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06421404113623304,"score_gpt":0.3323882780326552,"score_spread":0.2681742368964222,"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."}}