{"id":"W4254301432","doi":"10.21203/rs.3.rs-854531/v1","title":"Effects of Partial Saturation on Nitrogen Removal and Bacterial Community in Vertical-Flow Constructed Wetlands","year":2021,"lang":"en","type":"preprint","venue":"Research Square","topic":"Constructed Wetlands for Wastewater Treatment","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institute for Biological Sciences","funders":"","keywords":"Saturation (graph theory); Wetland; Nitrogen; Environmental science; Flow (mathematics); Constructed wetland; Environmental engineering; Hydrology (agriculture); Soil science; Ecology; Geology; Chemistry; Mathematics; Mechanics; Geotechnical engineering; Physics; Biology; Wastewater","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001768603,0.0001892186,0.0002220199,0.0001064939,0.0002225296,0.000273747,0.0001707586,0.0002314817,0.0008620909],"category_scores_gemma":[0.0007097901,0.0001960346,0.0001831621,0.0001084468,0.000355336,0.0002724859,0.0002375229,0.0002612757,0.0001009656],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000560277,"about_ca_system_score_gemma":0.0005017677,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008942902,"about_ca_topic_score_gemma":0.00673413,"domain_scores_codex":[0.9998528,0.00002994399,0.000008024297,0.00002153845,0.00003684003,0.00005095704],"domain_scores_gemma":[0.9994851,0.000285628,0.00005313968,0.00001669124,0.00006940596,0.00008993704],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.004352903,0.000136409,0.006278779,0.00008917253,0.00002609385,0.0001059078,0.0001373864,0.00181551,0.9835799,0.000141582,0.0001125988,0.003223636],"study_design_scores_gemma":[0.00007171781,0.002298462,0.04658106,0.00001036822,0.00004689624,0.00007600854,0.0002351084,0.01429287,0.9356249,0.0002094872,0.0005283147,0.00002493863],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995555,0.0000591916,0.0001017422,0.00001264995,0.000003706718,0.000001675881,0.00003416582,0.000003123838,0.0002282347],"genre_scores_gemma":[0.9995407,0.00004786083,0.00008460013,0.000008568963,0.000002635079,0.000002320632,0.00004381382,0.000002166992,0.0002674361],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008942902,"threshold_uncertainty_score":0.01778167,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02189256467925175,"score_gpt":0.2971377532758759,"score_spread":0.2752451885966241,"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."}}