{"id":"W4388945122","doi":"10.1038/s43017-023-00495-w","title":"Non-perennial segments in river networks","year":2023,"lang":"en","type":"review","venue":"Nature Reviews Earth & Environment","topic":"Hydrology and Watershed Management Studies","field":"Environmental Science","cited_by":58,"is_retracted":false,"has_abstract":false,"ca_institutions":"Continental (Canada)","funders":"European Commission; U.S. Environmental Protection Agency","keywords":"Perennial plant; Perennial stream; Biodiversity; Ephemeral key; Ecosystem; Environmental science; Groundwater recharge; Flood myth; Ecosystem services; Ecology; Hydrology (agriculture); Geography; Biology; Groundwater; Geology; STREAMS; Computer science","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001193919,0.0008683302,0.002424838,0.0001549576,0.0001699581,0.00002236879,0.0007093057,0.001026158,0.001842737],"category_scores_gemma":[0.00002645829,0.0006434899,0.0006390885,0.0004772574,0.0003168565,0.0001296263,0.001302685,0.001924209,0.02074976],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003434,"about_ca_system_score_gemma":0.000007578635,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003063498,"about_ca_topic_score_gemma":0.00005793799,"domain_scores_codex":[0.9959375,0.0003900334,0.001116993,0.001234127,0.0004626033,0.0008587468],"domain_scores_gemma":[0.9984384,0.00008012914,0.0004745783,0.0008599121,9.848897e-7,0.0001460512],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000004822723,0.0001205398,0.0005738823,0.002485451,0.0001534252,0.0001237714,0.00007640256,0.0007879017,1.107927e-7,0.000008463425,0.01249287,0.9831724],"study_design_scores_gemma":[0.0002194916,0.00004255875,0.0008963746,0.003205905,0.000427126,0.000004553562,0.000001869709,0.00006657945,8.152293e-8,0.00002645511,0.9945456,0.0005634009],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00001465455,0.9939227,0.00006809799,0.00004983859,0.0005344865,0.003052369,0.00001236999,0.0000458814,0.002299602],"genre_scores_gemma":[0.00001545976,0.9932235,0.0002844604,0.0003758686,0.0001998741,0.0006785533,0.0001391575,0.0000830771,0.005000011],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.982609,"threshold_uncertainty_score":0.9996017,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02400745660732397,"score_gpt":0.2828333112759133,"score_spread":0.2588258546685893,"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."}}