{"id":"W2115627050","doi":"10.1007/s10661-005-9080-x","title":"Climate Change, Flow Regulation and Land-Use Effects on the Hydrology of the Peace-Athabasca-Slave System; Findings from the Northern Rivers Ecosystem Initiative","year":2006,"lang":"en","type":"article","venue":"Environmental Monitoring and Assessment","topic":"Climate change and permafrost","field":"Earth and Planetary Sciences","cited_by":109,"is_retracted":false,"has_abstract":false,"ca_institutions":"Impact; Western University; Environment and Climate Change Canada; École de Technologie Supérieure; University of Victoria","funders":"","keywords":"Snowmelt; Climate change; Environmental science; Hydrology (agriculture); Surface runoff; Delta; Drainage basin; Flooding (psychology); Streamflow; Wetland; Geography; Ecology; Geology; Oceanography","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":[0.0005183398,0.0001792895,0.0002011219,0.0006669292,0.0006144795,0.0006903717,0.0004108689,0.0002162676,0.001067054],"category_scores_gemma":[0.001804188,0.00012022,0.0002801955,0.001616226,0.0005898938,0.0006073186,0.0006580433,0.000386399,0.0001060149],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001030368,"about_ca_system_score_gemma":0.001464235,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2163201,"about_ca_topic_score_gemma":0.4077116,"domain_scores_codex":[0.9997897,0.0000889763,0.000010354,0.0000287708,0.00004474397,0.00003752824],"domain_scores_gemma":[0.9990826,0.0002131284,0.0002823519,0.00008143253,0.00009659872,0.0002439268],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002765031,0.0001527793,0.9883019,0.00002295587,0.00009169256,0.0002547737,0.001491761,0.000996029,0.001363161,0.0005894982,0.001418935,0.005039925],"study_design_scores_gemma":[0.000005029523,0.000008871537,0.99889,0.000001796709,0.00001110681,0.00001511392,0.0004692493,0.0002172611,0.00007865539,0.0000385118,0.0002616329,0.000002763655],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997698,0.0000652275,0.00004420191,0.0002699612,0.00000270965,0.000003759707,0.0009694368,0.000003909096,0.0009427078],"genre_scores_gemma":[0.9988031,0.00009176017,0.00005754556,0.00003889804,0.00000723725,0.000007521589,0.0006245946,0.000003869988,0.0003653594],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.78368,"threshold_uncertainty_score":0.4301218,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02021267866547194,"score_gpt":0.2096218138914878,"score_spread":0.1894091352260159,"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."}}