{"id":"W4392376553","doi":"10.1038/s44221-024-00208-7","title":"Notable shifts beyond pre-industrial streamflow and soil moisture conditions transgress the planetary boundary for freshwater change","year":2024,"lang":"en","type":"article","venue":"Nature Water","topic":"Hydrology and Watershed Management Studies","field":"Environmental Science","cited_by":56,"is_retracted":false,"has_abstract":true,"ca_institutions":"Global Institute for Water Security; University of Saskatchewan; University of Victoria","funders":"Japan Society for the Promotion of Science; National Research Foundation of Korea; HORIZON EUROPE Framework Programme; Svenska Forskningsrådet Formas; Vetenskapsrådet; Swedish National Space Agency; Nederlandse Organisatie voor Wetenschappelijk Onderzoek; Aalto-Yliopisto; National Research Foundation; Familjen Erling-Perssons Stiftelse","keywords":"Streamflow; Environmental science; Moisture; Water content; Boundary (topology); Hydrology (agriculture); Soil science; Geology; Geography; Meteorology; Geotechnical engineering; 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":[0.0002076379,0.0001855139,0.0001401261,0.00003524634,0.0004860096,0.0001016542,0.0001692215,0.0003072811,0.0008097044],"category_scores_gemma":[0.000003782742,0.00009333303,0.00005858978,0.00005437672,0.0003020659,0.000270187,0.0001290152,0.0005039982,0.0000913827],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002478856,"about_ca_system_score_gemma":0.000002884998,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000207697,"about_ca_topic_score_gemma":0.002910557,"domain_scores_codex":[0.9989485,0.00004015525,0.0001194199,0.0003610684,0.0001570813,0.0003737911],"domain_scores_gemma":[0.9997151,0.00006133182,0.00001183858,0.000162591,0.000003600603,0.00004551133],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006138459,0.0001730619,0.02621576,0.0003177481,0.000959402,0.0002308672,0.02275895,0.0006994348,0.003759803,0.000883374,0.9352689,0.008118815],"study_design_scores_gemma":[0.0007639029,0.0001365483,0.009202742,0.00003602721,0.0002448489,0.00001363858,0.00009085105,0.00077099,0.003592568,0.008802296,0.976043,0.0003025265],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9470897,0.002241101,0.00004897843,0.04268726,0.002034845,0.001445461,0.0009080325,0.0001506694,0.003393982],"genre_scores_gemma":[0.9932639,0.00004540946,0.00004578987,0.002318511,0.0004785784,0.0002135595,0.0004282619,0.00001802513,0.003187954],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04617424,"threshold_uncertainty_score":0.8865695,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01286105660152724,"score_gpt":0.2357547828636659,"score_spread":0.2228937262621387,"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."}}