{"id":"W3134798321","doi":"10.3390/w13050723","title":"A New, Catchment-Scale Integrated Water Quality Model of Phosphorus, Dissolved Oxygen, Biochemical Oxygen Demand and Phytoplankton: INCA-Phosphorus Ecology (PEco)","year":2021,"lang":"en","type":"article","venue":"Water","topic":"Soil and Water Nutrient Dynamics","field":"Environmental Science","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"Environment and Climate Change Canada","keywords":"Environmental science; Nutrient; Phytoplankton; Phosphorus; Biochemical oxygen demand; Water quality; Hydrology (agriculture); Nutrient cycle; Nutrient management; Eutrophication; Ecology; Chemical oxygen demand; Environmental engineering; Chemistry; Biology; Sewage treatment","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0006177009,0.000569884,0.0006846378,0.0004192243,0.0004813138,0.001255385,0.001649259,0.001465979,0.001657367],"category_scores_gemma":[0.001284348,0.0004628363,0.0009101939,0.001153831,0.0006161709,0.0009235123,0.001125691,0.001335456,0.0001504096],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001453436,"about_ca_system_score_gemma":0.002135209,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05108782,"about_ca_topic_score_gemma":0.03436737,"domain_scores_codex":[0.9997692,0.00004134388,0.00001808723,0.00008881315,0.00004810881,0.0000344397],"domain_scores_gemma":[0.9995912,0.0001506938,0.00005443064,0.00004482213,0.0001087368,0.00005010719],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0000228526,0.00004629538,0.002863814,0.00001619951,0.00003350454,0.00004178134,0.00002275614,0.9912878,0.001318917,0.001474712,0.0002638376,0.002607521],"study_design_scores_gemma":[0.00001899136,0.000008792146,0.0008771356,0.000001351945,0.000009397865,0.000007423172,0.000005289824,0.9979094,0.0001205805,0.0006156386,0.0004211054,0.000004995974],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6965704,0.0002789857,0.2806363,0.00101083,0.0001565638,0.0002610382,0.00534427,0.0009699517,0.01477163],"genre_scores_gemma":[0.9572492,0.0001306601,0.03612801,0.0001634074,0.00002689149,0.0002973656,0.002163644,0.00006195406,0.003778801],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05108782,"threshold_uncertainty_score":0.1015809,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009776742004355767,"score_gpt":0.2221768681664752,"score_spread":0.2124001261621194,"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."}}