{"id":"W6902085410","doi":"10.6084/m9.figshare.4246724.v1","title":"Modelling phosphorus dynamics in Cootes Paradise marsh: Uncertainty assessment and implications for eutrophication management","year":2016,"lang":"en","type":"article","venue":"Figshare","topic":"Coastal wetland ecosystem dynamics","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Eutrophication; Phosphorus; Wetland; Hydrology (agriculture); Surface runoff; Nutrient; Sedimentation; Macrophyte","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001037719,0.0005294028,0.0004039226,0.0002838823,0.0005153156,0.001178431,0.001079484,0.001050424,0.0004888272],"category_scores_gemma":[0.003288922,0.0003455632,0.0005024504,0.0003411246,0.0006221575,0.0008276902,0.0006717588,0.0006903148,0.00005354492],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002372074,"about_ca_system_score_gemma":0.001958976,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2129227,"about_ca_topic_score_gemma":0.2149943,"domain_scores_codex":[0.9998338,0.00004739439,0.000008744018,0.00005351162,0.000025761,0.00003076225],"domain_scores_gemma":[0.9986732,0.000924931,0.0001753304,0.00004800664,0.0001202674,0.00005825536],"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":[0.00005645056,0.00001943544,0.0161368,0.00002425002,0.00003988928,0.0001270348,0.00007421085,0.9784678,0.001541344,0.0008098815,0.00008597525,0.002616924],"study_design_scores_gemma":[0.000008553399,0.00003448829,0.007083566,0.000005337004,0.00001328717,0.00002740097,0.00008903621,0.9911399,0.0006214677,0.0007811583,0.0001839199,0.00001191384],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9817029,0.00008387792,0.01655369,0.0002740132,0.00000514063,0.00002174119,0.0002462212,0.00004518681,0.001067276],"genre_scores_gemma":[0.9954801,0.00005800516,0.003996741,0.00001498242,0.000002686721,0.00001742398,0.0001105625,0.000007958558,0.0003115469],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2129227,"threshold_uncertainty_score":0.4233667,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02376879040023198,"score_gpt":0.2598570860576864,"score_spread":0.2360882956574544,"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."}}