{"id":"W3082581306","doi":"10.1016/j.jenvman.2020.111217","title":"Uncertainty analysis of the performance of a management system for achieving phosphorus load reduction to surface waters","year":2020,"lang":"en","type":"article","venue":"Journal of Environmental Management","topic":"Soil and Water Nutrient Dynamics","field":"Environmental Science","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Saskatchewan; Western University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Environmental science; Eutrophication; Tillage; Phosphorus; Risk assessment; Risk management; Risk analysis (engineering); Environmental resource management; Computer science; Environmental economics; Nutrient; Business; Ecology","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":[0.004386514,0.0005669276,0.0007887656,0.0007355725,0.0007504023,0.00134065,0.000644738,0.001152895,0.0007984647],"category_scores_gemma":[0.0130074,0.0004419879,0.0006133541,0.0005314714,0.0009328569,0.001140518,0.0006749317,0.0007312134,0.00005006913],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002881559,"about_ca_system_score_gemma":0.002183553,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02366997,"about_ca_topic_score_gemma":0.009463468,"domain_scores_codex":[0.9986355,0.0005847271,0.00005857643,0.0001487988,0.0003037702,0.0002686275],"domain_scores_gemma":[0.9892598,0.008858217,0.000674353,0.0002009183,0.0008406029,0.0001660992],"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":[0.000130877,0.00002811518,0.002094301,0.00001394475,0.00003474835,0.00002876717,0.00001329986,0.9929026,0.0009996673,0.001515532,0.00008112424,0.002156902],"study_design_scores_gemma":[0.000005980836,0.00005429561,0.00135011,0.000001802229,0.00001415094,0.000005415915,0.0000129438,0.9971438,0.0005114956,0.0008656087,0.00002719451,0.00000721823],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9254024,0.0001297427,0.06992106,0.0006231284,0.00002623133,0.00005986058,0.0001754419,0.00008846104,0.003573684],"genre_scores_gemma":[0.9981251,0.00001225361,0.001655745,0.00001177654,0.000004470352,0.000008007179,0.00002385585,0.000004047714,0.0001546228],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02366997,"threshold_uncertainty_score":0.04706436,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005873058847719767,"score_gpt":0.1829614163255312,"score_spread":0.1770883574778115,"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."}}