{"id":"W2980813444","doi":"10.2134/jeq2019.04.0154","title":"Degree of Phosphorus Saturation as a Predictor of Redox‐Induced Phosphorus Release from Flooded Soils to Floodwater","year":2019,"lang":"en","type":"article","venue":"Journal of Environmental Quality","topic":"Soil and Water Nutrient Dynamics","field":"Environmental Science","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; University of Winnipeg","funders":"","keywords":"Mesocosm; Soil water; Eutrophication; Saturation (graph theory); Phosphorus; Manure; Environmental chemistry; Chemistry; Environmental science; Animal science; Hydrology (agriculture); Nutrient; Agronomy; Soil science; Biology; Mathematics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006369475,0.0002488519,0.0005582375,0.00006013913,0.00004351468,0.00001592043,0.0004300542,0.0001566833,0.000881288],"category_scores_gemma":[0.00007191858,0.0002047132,0.000265477,0.0001422603,0.0001368985,0.0004156841,0.0002537648,0.0002634704,0.000312028],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000347745,"about_ca_system_score_gemma":0.00002508449,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001172981,"about_ca_topic_score_gemma":0.00001022196,"domain_scores_codex":[0.9969005,0.0001788917,0.001237007,0.0003331602,0.0010612,0.0002892437],"domain_scores_gemma":[0.998199,0.0001022857,0.0009375643,0.0004777569,0.0000133286,0.000270043],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001318433,0.0008742428,0.6854303,0.00001432614,0.00009850219,0.00001219178,0.001439494,0.0005429941,0.3024866,0.00001643461,0.0001716358,0.007594847],"study_design_scores_gemma":[0.00210435,0.0008947475,0.7736573,0.00006954344,0.00007759407,0.00001356514,0.0004861331,0.0001935286,0.2201755,0.00144682,0.0006303136,0.0002505617],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982683,0.0001343582,0.00006808477,0.0001479126,0.0004414162,0.0003229699,0.0001560206,0.000007726292,0.0004532143],"genre_scores_gemma":[0.9981778,0.0001174137,0.001250578,0.0001711291,0.00006231861,0.000003385788,0.00002404434,0.00002403472,0.0001692672],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.088227,"threshold_uncertainty_score":0.9649485,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01550416870449292,"score_gpt":0.240868216084751,"score_spread":0.225364047380258,"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."}}