{"id":"W1998841563","doi":"10.1007/s13157-010-0067-1","title":"Performance of Surface-Flow Domestic Wastewater Treatment Wetlands","year":2010,"lang":"en","type":"article","venue":"Wetlands","topic":"Constructed Wetlands for Wastewater Treatment","field":"Environmental Science","cited_by":20,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Guelph; Dalhousie University","funders":"","keywords":"Wetland; Kjeldahl method; Effluent; Wastewater; Environmental science; Sewage treatment; Hydrology (agriculture); Septic tank; Environmental engineering; Ecology; Chemistry; Nitrogen; Biology; 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001364812,0.0003330988,0.0003577459,0.00005969968,0.0001246717,0.00002753798,0.0002907417,0.0001316968,0.003998517],"category_scores_gemma":[0.000009099657,0.0002304567,0.0001294705,0.0002305015,0.0002736175,0.0001749779,0.0001505145,0.0001586989,0.0005870272],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001201562,"about_ca_system_score_gemma":0.00002544762,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002687504,"about_ca_topic_score_gemma":0.0006099683,"domain_scores_codex":[0.9983074,0.00002954317,0.0003826157,0.0004358123,0.000358442,0.0004861805],"domain_scores_gemma":[0.9989392,0.00005087807,0.0001236832,0.0006709408,0.00001231125,0.000202953],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009608128,0.0001914973,0.91058,0.00001276336,0.00004777761,0.00001836702,0.0003707991,0.001244513,0.07809048,0.000008690445,0.0001361946,0.009202857],"study_design_scores_gemma":[0.007297846,0.002635715,0.6689978,0.00005916958,0.0002777225,0.0004730292,0.00009431987,0.03607111,0.2544508,0.0001513332,0.02838372,0.001107399],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9877041,0.000006482277,0.00000370474,0.00008963359,0.0004323046,0.0002660507,0.00004009888,0.00007589136,0.01138175],"genre_scores_gemma":[0.9944404,0.00002884706,0.002959761,0.00001589927,0.00006234599,0.00002470885,0.0000623157,0.00003187346,0.002373846],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2415822,"threshold_uncertainty_score":0.9969119,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006784050301005879,"score_gpt":0.2104537854312573,"score_spread":0.2036697351302514,"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."}}