{"id":"W4224940472","doi":"10.1029/2021ef002234","title":"Climate Change‐Legacy Phosphorus Synergy Hinders Lake Response to Aggressive Water Policy Targets","year":2022,"lang":"en","type":"article","venue":"Earth s Future","topic":"Soil and Water Nutrient Dynamics","field":"Environmental Science","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Petroleum Technology Alliance Canada; New York State Department of Environmental Conservation; U.S. Environmental Protection Agency; National Science Foundation","keywords":"Eutrophication; Environmental science; Water quality; Total maximum daily load; Climate change; Nutrient; Watershed; Algal bloom; Water resource management; Hydrology (agriculture); Phosphorus; Ecology; Phytoplankton; Computer science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003090828,0.0002247,0.0001736271,0.0001082051,0.0005804367,0.00005977834,0.0003819233,0.00006827713,0.001749583],"category_scores_gemma":[0.00001909475,0.000173074,0.00009132051,0.000394332,0.00006436588,0.0002527437,0.0008977735,0.0002748354,0.0009829334],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001215218,"about_ca_system_score_gemma":0.0000117207,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002194177,"about_ca_topic_score_gemma":0.0001080703,"domain_scores_codex":[0.9979405,0.0001747625,0.0001766117,0.000459641,0.0004981957,0.0007502505],"domain_scores_gemma":[0.9992756,0.00001997681,0.00007431649,0.0003811874,0.000007466098,0.0002414603],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.01385205,0.001227333,0.5421527,0.00005812868,0.0001705743,0.003761194,0.1220909,0.03070321,0.006629338,0.001258537,0.06647075,0.2116252],"study_design_scores_gemma":[0.0006405949,0.0003272507,0.0903546,0.00001007159,0.00001020726,0.00005495971,0.001218229,0.0002568541,0.001285076,0.0005630428,0.9048623,0.0004168297],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9820268,0.0001302876,0.000005467935,0.01498529,0.001110973,0.0003262583,0.0001391348,0.0001027491,0.001173033],"genre_scores_gemma":[0.9905706,0.00008728338,0.0001908538,0.006485777,0.0006443915,0.0001704942,0.0001007906,0.00004000496,0.001709817],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8383915,"threshold_uncertainty_score":0.9997949,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005615349621464111,"score_gpt":0.2082097170741782,"score_spread":0.202594367452714,"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."}}