{"id":"W2010177699","doi":"10.1139/s05-023","title":"Computational fluid dynamics application in modeling and improving the performance of a storage reservoir used as a contact chamber for microorganism inactivation","year":2006,"lang":"en","type":"article","venue":"Journal of Environmental Engineering and Science","topic":"Water Systems and Optimization","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Baffle; Computational fluid dynamics; Inlet; TRACER; Storage tank; Mechanics; Hydraulics; Environmental science; Fluid dynamics; Marine engineering; Petroleum engineering; Mechanical engineering; Geology; Engineering; Physics; Aerospace engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0002822998,0.00005129182,0.00007453492,0.00009049122,0.00004206521,0.00002058936,0.00004223731,0.00001899364,2.049614e-7],"category_scores_gemma":[0.000005763725,0.00004159951,0.000009861337,0.00007422244,0.00002320497,0.0002628699,0.00001212574,0.00005308481,4.12995e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001102727,"about_ca_system_score_gemma":0.000008130214,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002306218,"about_ca_topic_score_gemma":0.000005145133,"domain_scores_codex":[0.9995669,0.000002743074,0.0001896668,0.00005635004,0.0001135162,0.00007084576],"domain_scores_gemma":[0.9998637,0.00002109077,0.00005301251,0.00003486231,0.00001038695,0.00001696713],"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":[0.000003577331,0.000004838172,0.0007913291,0.00002608706,0.000001339789,1.443426e-7,0.0001468432,0.8501462,0.1487147,0.00006535137,3.72288e-7,0.00009924224],"study_design_scores_gemma":[0.0002228931,0.00004046897,0.01344581,0.0000280877,0.000002728678,0.00002550188,0.00006509463,0.9820567,0.004053394,0.00001247591,0.000003997937,0.0000428136],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8259611,0.00007080504,0.1738378,0.00001081402,0.00003200526,0.00007780534,0.000002086827,0.000003309347,0.000004372944],"genre_scores_gemma":[0.9978064,0.00001594831,0.002142014,0.000001498695,0.0000202647,0.00000283532,0.00000170688,0.000006262013,0.000003051758],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1718454,"threshold_uncertainty_score":0.1696379,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003105882845880101,"score_gpt":0.1616296625774396,"score_spread":0.1585237797315595,"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."}}