{"id":"W2181313549","doi":"10.3390/w7126661","title":"Agricultural Best Management Practice Abundance and Location does not Influence Stream Ecosystem Function or Water Quality in the Summer Season","year":2015,"lang":"en","type":"article","venue":"Water","topic":"Soil and Water Nutrient Dynamics","field":"Environmental Science","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Environmental science; Water quality; STREAMS; Ecosystem; Abundance (ecology); Agriculture; Hydrology (agriculture); Drainage basin; Ecology; Geography; Biology","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0004164737,0.00009652176,0.0002329568,0.000237283,0.0003478853,0.0006469082,0.0002142584,0.0001281153,0.0008944618],"category_scores_gemma":[0.001606766,0.00009295117,0.0001405862,0.0004575379,0.0004641046,0.0002674311,0.0003007451,0.0001334849,0.00006650817],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001849964,"about_ca_system_score_gemma":0.001845194,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1829525,"about_ca_topic_score_gemma":0.5685927,"domain_scores_codex":[0.9996345,0.00008791783,0.00002062677,0.00007551409,0.0001034381,0.00007803535],"domain_scores_gemma":[0.9989228,0.0001604638,0.0005022357,0.00005424437,0.0001682801,0.0001919596],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001290397,0.00004402851,0.9900448,0.00001702989,0.00005006471,0.00004704001,0.000304283,0.0001567964,0.004182417,0.00003608874,0.0001343731,0.00485397],"study_design_scores_gemma":[0.000001026513,0.00002280988,0.9994665,0.000001721009,0.000006562275,0.000006999843,0.0001711535,0.0001080925,0.00006750369,0.00000977433,0.0001371174,6.859235e-7],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992446,0.00003965205,0.00008798576,0.00002387142,0.000001156821,0.000004525792,0.0000782055,0.000001971277,0.0005180655],"genre_scores_gemma":[0.999494,0.0000384603,0.0001311341,0.00001068623,0.000001045149,0.000003116953,0.00007787941,0.000001470107,0.0002421781],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1829525,"threshold_uncertainty_score":0.3637751,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02061173149095968,"score_gpt":0.2542658948556086,"score_spread":0.2336541633646489,"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."}}