{"id":"W2139753542","doi":"10.5897/jmer12.047","title":"Aeration of volatile organic compounds using gas dispersion impellers","year":2012,"lang":"en","type":"article","venue":"Mechanical Engineering Research","topic":"Membrane Separation Technologies","field":"Environmental Science","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Aeration; Air stripping; Baffle; Environmental science; Wastewater; Pollutant; Impeller; Environmental engineering; Waste management; Mass transfer coefficient; Sewage treatment; Dispersion (optics); Mass transfer; Pulp and paper industry; Chemistry; Chromatography; Chemical engineering; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001526155,0.0002727934,0.0002572629,0.0002320999,0.0001677956,0.0002659403,0.0003395574,0.0002437826,0.0005933908],"category_scores_gemma":[0.0002647669,0.0001038917,0.0004362797,0.0002415925,0.0001295237,0.0002819287,0.0001881365,0.0003000411,0.0001903986],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001835601,"about_ca_system_score_gemma":0.0001178532,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007700341,"about_ca_topic_score_gemma":0.0008954868,"domain_scores_codex":[0.9998135,0.00002251519,0.00001450541,0.00004024042,0.00007786413,0.00003140405],"domain_scores_gemma":[0.9998443,0.00003900742,0.00005029983,0.00001228407,0.00004163505,0.00001243015],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001030043,0.00003603133,0.0008302766,0.000130744,0.000008451841,0.0001098573,0.00003472761,0.0007661113,0.9878063,0.00006652105,0.0001038909,0.01000403],"study_design_scores_gemma":[0.00001045096,0.0006241266,0.003989556,0.000004734345,0.00001412041,0.000208272,0.00003382808,0.003889749,0.9877266,0.00002351333,0.003462499,0.00001254673],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9850767,0.0007224594,0.01263315,0.00008482016,0.00003472041,0.00002373097,0.0001246627,0.0002588693,0.001040829],"genre_scores_gemma":[0.9875874,0.0004682207,0.009962019,0.00002819989,0.00001117669,0.00001442621,0.000191423,0.00001715875,0.001719963],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0007700341,"threshold_uncertainty_score":0.001985073,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05023516095591303,"score_gpt":0.3121037195589632,"score_spread":0.2618685586030501,"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."}}