{"id":"W2967277145","doi":"10.1126/science.aay2723","title":"Changing nutrients, changing rivers","year":2019,"lang":"en","type":"article","venue":"Science","topic":"Soil and Water Nutrient Dynamics","field":"Environmental Science","cited_by":100,"is_retracted":false,"has_abstract":true,"ca_institutions":"Continental (Canada)","funders":"","keywords":"Nutrient; Environmental science; Ecology; Biology","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":[0.0008405985,0.0002193444,0.0003689324,0.0006078311,0.00101537,0.003356537,0.0004534768,0.001845493,0.005863806],"category_scores_gemma":[0.002071486,0.0001844341,0.0002466078,0.001096377,0.004048123,0.004220964,0.001427626,0.00103493,0.0004772836],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001691942,"about_ca_system_score_gemma":0.00145838,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006777226,"about_ca_topic_score_gemma":0.01728505,"domain_scores_codex":[0.999421,0.0001506462,0.00003294194,0.0001842021,0.0001222861,0.0000890782],"domain_scores_gemma":[0.9993991,0.0001716636,0.0001178933,0.00005239899,0.0001161389,0.0001427332],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0007900265,0.0003149727,0.2017572,0.001688321,0.0005498896,0.001836899,0.003527724,0.01207191,0.06178686,0.3059545,0.04554595,0.3641757],"study_design_scores_gemma":[0.00008618676,0.0002562563,0.2922105,0.0003153344,0.0001994906,0.001145046,0.01215156,0.002709778,0.004031907,0.2774355,0.4092734,0.0001850324],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7166553,0.04473551,0.01498412,0.1067063,0.002608611,0.00004056012,0.001541514,0.000336659,0.1123915],"genre_scores_gemma":[0.9603671,0.01886675,0.002663765,0.0113747,0.0007084125,0.00002299679,0.0001599781,0.00005576064,0.0057805],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006777226,"threshold_uncertainty_score":0.01961643,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004934383850635501,"score_gpt":0.1971232652814244,"score_spread":0.1921888814307889,"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."}}