{"id":"W2014575585","doi":"10.1890/12-0825.1","title":"Beyond best management practices: pelagic biogeochemical dynamics in urban stormwater ponds","year":2013,"lang":"en","type":"article","venue":"Ecological Applications","topic":"Urban Stormwater Management Solutions","field":"Environmental Science","cited_by":112,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trent University","funders":"Ontario Ministry of Economic Development and Innovation","keywords":"Stormwater; Biogeochemical cycle; Plankton; Environmental science; Pelagic zone; Dissolved organic carbon; Ecology; Aquatic ecosystem; Suspended solids; Total suspended solids; Biogeochemistry; Hydrology (agriculture); Nutrient cycle; Nutrient; Surface runoff; Environmental engineering; Biology; Sewage treatment; Wastewater; Chemical oxygen demand","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.0002868639,0.0001197819,0.000165823,0.0003092224,0.0005288051,0.0007873669,0.0002555579,0.0001863986,0.0005226498],"category_scores_gemma":[0.001084224,0.00008256532,0.0001198337,0.0008066553,0.0006517047,0.0003956632,0.0004391368,0.000109746,0.00004851912],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003703665,"about_ca_system_score_gemma":0.001783296,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3756643,"about_ca_topic_score_gemma":0.7178934,"domain_scores_codex":[0.9998259,0.00002958265,0.000008534735,0.00004597472,0.00004486041,0.00004519631],"domain_scores_gemma":[0.9994904,0.00006098851,0.0002091972,0.00003718707,0.0001154179,0.00008678126],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003257925,0.00001693836,0.9868153,0.00001753019,0.00003307579,0.0001116118,0.001559933,0.0007310539,0.001292288,0.0001162256,0.0001316521,0.009141845],"study_design_scores_gemma":[8.627129e-7,0.00001375809,0.9975469,0.000003347932,0.000004663003,0.00001475113,0.001185176,0.0007092058,0.00009845465,0.00005693235,0.000363779,0.00000228499],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994133,0.00004215142,0.0001153956,0.000040668,5.177025e-7,0.000003562414,0.0000553115,0.000002628604,0.0003266194],"genre_scores_gemma":[0.9995556,0.00005126863,0.0001283857,0.000009352611,6.447739e-7,0.00000171636,0.00005611866,8.436186e-7,0.0001960917],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3756643,"threshold_uncertainty_score":0.7469554,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01198704718777962,"score_gpt":0.2307765438256655,"score_spread":0.2187894966378859,"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."}}