{"id":"W4321996503","doi":"10.5194/egusphere-egu23-10753","title":"Modeling urban phosphorus export to receiving waters: magnitudes, speciation, and management implications","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Soil and Water Nutrient Dynamics","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"York Central Hospital; Toronto and Region Conservation Authority; University of Waterloo","funders":"","keywords":"Eutrophication; Phosphorus; Drainage basin; Environmental science; Hydrology (agriculture); Surface runoff; Sediment; Precipitation; Aquatic ecosystem; Drainage; Environmental chemistry; Nutrient; Ecology; Chemistry; Geography; Biology; Geology","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":[0.0002573406,0.0004885633,0.0002754492,0.0003806558,0.0005397206,0.000958985,0.000900348,0.0006172407,0.0009553937],"category_scores_gemma":[0.0007407428,0.0003403871,0.0003440164,0.0007040744,0.0005405837,0.00044505,0.000368405,0.0002698581,0.00007896549],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007307308,"about_ca_system_score_gemma":0.004721337,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.8094313,"about_ca_topic_score_gemma":0.7959589,"domain_scores_codex":[0.999885,0.00001905409,0.000004482484,0.0000392216,0.0000157408,0.00003645428],"domain_scores_gemma":[0.9997743,0.0001043444,0.00003652628,0.000007671732,0.00005250012,0.00002471746],"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":[0.00003033034,0.00003172893,0.0375817,0.00002629886,0.00001946475,0.00006112651,0.00005846282,0.9569172,0.0008238413,0.000549815,0.0002364055,0.003663626],"study_design_scores_gemma":[0.000007627984,0.00001125004,0.009617683,0.000003010294,0.00001206945,0.000008286149,0.00009589784,0.9894236,0.0002673717,0.0002479573,0.0002989655,0.000006296752],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9871957,0.0001334185,0.008645983,0.0002659131,0.000004174708,0.0000312273,0.0005793439,0.000108415,0.003035809],"genre_scores_gemma":[0.9946429,0.0001537606,0.00346699,0.0000189362,0.000002698147,0.00001944761,0.0002566104,0.00001931096,0.00141937],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8094313,"threshold_uncertainty_score":0.383382,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02860249579562057,"score_gpt":0.2454650030171728,"score_spread":0.2168625072215522,"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."}}