{"id":"W3021510075","doi":"","title":"Scientifically Derived Phosphorus Loading Objective and Adaptive Watershed Management for Lake Simcoe, Canada","year":2005,"lang":"en","type":"article","venue":"AGUSM","topic":"Soil and Water Nutrient Dynamics","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Watershed; Phosphorus; Environmental science; Hydrology (agriculture); Watershed management; Water resource management; Adaptive management; Environmental resource management; Engineering; Computer science; Chemistry; Geotechnical engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001172058,0.0001281368,0.0001069977,0.00002123005,0.0002102154,0.00004012785,0.0001443835,0.00003158289,0.00004408805],"category_scores_gemma":[0.000006966893,0.0001105407,0.00002858047,0.0001129085,0.0001178854,0.0001393823,0.000149263,0.00005132188,0.00002982762],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002606094,"about_ca_system_score_gemma":0.00001245751,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03106268,"about_ca_topic_score_gemma":0.2453705,"domain_scores_codex":[0.9989364,0.00001276284,0.0001328896,0.0003701859,0.0002106095,0.0003371681],"domain_scores_gemma":[0.9996698,0.00003089784,0.00003866847,0.0001385188,0.000009756925,0.0001122896],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008045659,0.000488527,0.6594809,0.00008148444,0.0003813909,0.0001483206,0.006756803,0.01128826,0.002838309,0.002654415,0.05563635,0.2594406],"study_design_scores_gemma":[0.004726068,0.0003477512,0.5121073,0.00007535971,0.0001901152,0.00002231893,0.002469933,0.07297706,0.02459307,0.008555638,0.3723377,0.001597749],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9925593,0.0000363594,0.001334871,0.0004209422,0.0001954827,0.0004248757,0.00003329027,0.00003084208,0.004964033],"genre_scores_gemma":[0.994278,0.0000161072,0.003521512,0.0004031764,0.00002682213,0.00004263323,0.00002074215,0.00001205803,0.001679005],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3167014,"threshold_uncertainty_score":0.9753895,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006490259184967791,"score_gpt":0.1856335540061977,"score_spread":0.1791432948212299,"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."}}