{"id":"W4220966350","doi":"10.3390/w14050829","title":"Land Use Change to Reduce Freshwater Nitrogen and Phosphorus will Be Effective Even with Projected Climate Change","year":2022,"lang":"en","type":"article","venue":"Water","topic":"Soil and Water Nutrient Dynamics","field":"Environmental Science","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Climate change; Environmental science; Phosphorus; Land use, land-use change and forestry; Nitrogen; Land use; Natural resource economics; Hydrology (agriculture); Water resource management; Oceanography; Engineering; Geology; Chemistry; Economics; Civil engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005429935,0.0002709781,0.0002536226,0.0002656403,0.0003586956,0.0009598681,0.0004351479,0.0003930213,0.001494499],"category_scores_gemma":[0.0009209509,0.0001153561,0.0006051357,0.0007623303,0.0005223662,0.0007279977,0.000695417,0.000250584,0.0001539133],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001377746,"about_ca_system_score_gemma":0.001148415,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01627311,"about_ca_topic_score_gemma":0.02736643,"domain_scores_codex":[0.999678,0.00009355713,0.00002575819,0.00008004846,0.00005693896,0.00006567599],"domain_scores_gemma":[0.9997445,0.00004256574,0.00008993602,0.00003064024,0.00006407253,0.00002825648],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002196043,0.0002219597,0.5594826,0.0005105846,0.000823314,0.0006862222,0.0005054148,0.291218,0.02801452,0.008547132,0.002751103,0.1070194],"study_design_scores_gemma":[0.00004777245,0.0003871937,0.8230916,0.00008536722,0.0002578326,0.0003121573,0.002244988,0.1378582,0.004751001,0.007136703,0.02375474,0.00007253366],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9769041,0.0005092308,0.01305859,0.000724248,0.00003475818,0.00006607264,0.0008226925,0.0001320151,0.007748296],"genre_scores_gemma":[0.9958917,0.0003174556,0.003012061,0.00006713772,0.000005453047,0.00003477089,0.0002614595,0.00001326401,0.000396618],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01627311,"threshold_uncertainty_score":0.0323568,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01703896129846908,"score_gpt":0.2148640463377416,"score_spread":0.1978250850392725,"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."}}