{"id":"W4391099505","doi":"10.3390/w16020363","title":"The Role of Stream Restoration in Mitigating Sediment and Phosphorous Loads in Urbanizing Watersheds","year":2024,"lang":"en","type":"article","venue":"Water","topic":"Urban Stormwater Management Solutions","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lake Simcoe Region Conservation Authority; University of Guelph","funders":"Ministère de l’Environnement, de la Protection de la nature et des Parcs; Ministry of Environment; Ministry of Environment - Saskatchewan","keywords":"Impervious surface; Watershed; Environmental science; Stream restoration; Hydrology (agriculture); Watershed management; Urban stream; Sediment; Bank erosion; STREAMS; Water resource management; Erosion; Urbanization; Water quality; Stormwater; Surface runoff; Geology; Ecology","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":[0.001244628,0.0003443074,0.0002153958,0.0009276315,0.0004361117,0.0009491086,0.0003090462,0.00018013,0.0005069958],"category_scores_gemma":[0.001266757,0.00009659321,0.0001861294,0.000909014,0.0005727382,0.0004075243,0.0005535969,0.0001446769,0.00003579498],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002196033,"about_ca_system_score_gemma":0.002616385,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03758031,"about_ca_topic_score_gemma":0.2034281,"domain_scores_codex":[0.9994541,0.0002593875,0.00001491458,0.00003682983,0.000163356,0.00007143157],"domain_scores_gemma":[0.9995309,0.0001332501,0.0001647831,0.0000215837,0.0001017128,0.00004776812],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004916603,0.0004747784,0.4430391,0.000234908,0.0001962276,0.0004679973,0.0004373015,0.2428166,0.01756309,0.004721942,0.0006268563,0.2889297],"study_design_scores_gemma":[0.00003577584,0.001351218,0.5976421,0.00008540652,0.0003302287,0.0003230998,0.003037887,0.3646109,0.02156696,0.005855608,0.005107037,0.00005377221],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9866497,0.0002085361,0.008920333,0.0001576515,0.000002603735,0.00007440614,0.00005137126,0.00003845651,0.003897038],"genre_scores_gemma":[0.9938138,0.0001593997,0.005572259,0.000009734113,0.000001497228,0.000009229478,0.0000190317,0.000003388264,0.0004116356],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03758031,"threshold_uncertainty_score":0.07472312,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004910400888136933,"score_gpt":0.1912317959517763,"score_spread":0.1863213950636394,"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."}}