{"id":"W2402211703","doi":"10.1007/978-3-319-22924-9_7","title":"Determination of Reaeration Coefficient of Saline Receiving Water for Water Quality Management","year":2015,"lang":"en","type":"book-chapter","venue":"","topic":"Water Quality Monitoring Technologies","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Yorkville University","funders":"","keywords":"Salinity; Chloride; Aeration; Water quality; Effluent; Saline water; Hydrology (agriculture); Saline; Chemistry; Environmental engineering; Environmental science; Geology; Oceanography; Biology; Geotechnical engineering; Ecology","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":[0.001416141,0.0002287138,0.0003672988,0.0001071745,0.00004171775,0.00001312194,0.0003235783,0.0002515367,0.000441998],"category_scores_gemma":[0.00002501559,0.000144808,0.0001049447,0.00001609814,0.0002089527,0.0001029723,0.0005360309,0.00008764426,0.0000661142],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002758918,"about_ca_system_score_gemma":0.000002864782,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001066025,"about_ca_topic_score_gemma":0.00003120497,"domain_scores_codex":[0.9980459,0.00002968302,0.0007679358,0.0003835214,0.0005464978,0.000226469],"domain_scores_gemma":[0.9990798,0.00003796866,0.0002274348,0.0005587519,0.00006391423,0.0000321372],"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":[0.001021314,0.001097773,0.001509856,0.005936015,0.0005458393,0.00001882583,0.009658352,0.007101483,0.5188497,0.1821217,0.02184391,0.2502953],"study_design_scores_gemma":[0.0004946655,0.0002648248,0.0001562258,0.0001528729,0.00009412026,0.000001108288,0.00009107661,0.00038725,0.8943058,0.0582941,0.04531532,0.0004426056],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1455184,0.00007186762,0.1625859,0.002404075,0.002042399,0.006922848,0.0002484396,0.0009335548,0.6792726],"genre_scores_gemma":[0.4682193,0.00003397323,0.05478111,0.00002213244,0.00007281452,0.00007617098,0.0003629253,0.00007451658,0.476357],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3754562,"threshold_uncertainty_score":0.5905099,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07853118561409266,"score_gpt":0.3082678483324883,"score_spread":0.2297366627183957,"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."}}