{"id":"W2107082464","doi":"10.1680/jees.2013.0002","title":"Effect of orifice diameter, depth of air injection, and air flow rate on oxygen transfer in a pilot-scale, full lift, hypolimnetic aerator","year":2013,"lang":"en","type":"article","venue":"Journal of Environmental Engineering and Science","topic":"Fluid Dynamics and Mixing","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Aeration; Diffuser (optics); Hypolimnion; Environmental science; Oxygen; Lift (data mining); Body orifice; Environmental engineering; Hydrology (agriculture); Chemistry; Geotechnical engineering; Geology; Eutrophication; Engineering; Optics; Physics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0004221143,0.0001204958,0.0002141036,0.0002234396,0.00002394126,0.00001151558,0.00009156063,0.00002931447,0.000004638198],"category_scores_gemma":[0.00002025891,0.0001009594,0.00003154529,0.0001521771,0.00009449395,0.0002071065,0.00001589713,0.000145551,6.599e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000529144,"about_ca_system_score_gemma":0.000006567029,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001097379,"about_ca_topic_score_gemma":0.000002849308,"domain_scores_codex":[0.9992772,0.00001536258,0.0002784239,0.0001048233,0.0001645931,0.0001595444],"domain_scores_gemma":[0.9997084,0.00008052738,0.00002900462,0.00007591604,0.000006542706,0.00009961929],"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":[0.00001867602,0.00001747071,0.001330342,0.00006966456,0.00000724212,0.000001752421,0.0001612935,0.3222511,0.6734416,0.000003838803,0.00000156751,0.00269547],"study_design_scores_gemma":[0.000938385,0.002104914,0.2317638,0.0002014375,0.00001799918,0.00007203971,0.00003903045,0.6852255,0.07944446,0.000005435537,0.0000149503,0.000172026],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996415,0.000439817,0.002863045,0.000005382,0.0001456728,0.00009229783,0.000004029972,0.00000654877,0.00002825464],"genre_scores_gemma":[0.9987765,0.0002254254,0.0009535233,0.000006238155,0.00001817313,0.000002908002,1.709846e-7,0.00001251688,0.000004571348],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5939971,"threshold_uncertainty_score":0.4117005,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002265250978478523,"score_gpt":0.1587074869616011,"score_spread":0.1564422359831226,"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."}}