{"id":"W3198915312","doi":"","title":"The Impact of a Nitrogen-Removal Wastewater Upgrade on Primary Producers in Phosphorous-Rich Streams of the Northern Great Plains","year":2020,"lang":"en","type":"dissertation","venue":"oURspace (University of Regina)","topic":"Soil and Water Nutrient Dynamics","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs; University of Regina","keywords":"STREAMS; Upgrade; Environmental science; Nitrogen; Wastewater; Waste management; Environmental engineering; Engineering; Chemistry; Computer science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001158846,0.0002273748,0.0003403078,0.00006190623,0.0001368982,0.000007172703,0.0007213445,0.0001473452,0.000004350356],"category_scores_gemma":[0.00001613156,0.0001564476,0.0002815568,0.0004488426,0.0002887546,0.00009294704,0.000139389,0.0002708612,0.000009566068],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004580523,"about_ca_system_score_gemma":0.00009165217,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001037185,"about_ca_topic_score_gemma":0.003594148,"domain_scores_codex":[0.9988299,0.00008267508,0.00003983718,0.0003283445,0.0004726137,0.0002466066],"domain_scores_gemma":[0.9989932,0.00004007465,0.0004228746,0.0004566245,0.00002574994,0.00006144397],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001646171,0.0001857323,0.9589375,0.0001612078,0.0002337821,0.00005464591,0.01015405,0.003638017,0.001579625,0.00004887626,0.01804128,0.005319134],"study_design_scores_gemma":[0.005643722,0.002635153,0.8456141,0.001297209,0.0007384401,0.00003656728,0.06486626,0.003112,0.0150222,0.0006294965,0.05872612,0.001678686],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9751742,0.0000553341,8.359859e-7,0.02304588,0.00009172757,0.0003623787,0.00003978316,0.000009611332,0.001220214],"genre_scores_gemma":[0.9840755,0.000209087,0.00008125216,0.00000637391,0.00001277099,7.310799e-7,0.000106138,0.00002814372,0.01548002],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1133233,"threshold_uncertainty_score":0.6379746,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005397770213944265,"score_gpt":0.1858975841368656,"score_spread":0.1804998139229213,"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."}}