{"id":"W3110960536","doi":"10.1007/s13157-020-01392-4","title":"Ecological Interfaces between Land and Flowing Water: Themes and Trends in Riparian Research and Management","year":2020,"lang":"en","type":"article","venue":"Wetlands","topic":"Hydrology and Sediment Transport Processes","field":"Environmental Science","cited_by":30,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Lethbridge","funders":"Natural Sciences and Engineering Research Council of Canada; Alberta Innovates","keywords":"Riparian zone; Wetland; Environmental resource management; Landscape ecology; Floodplain; Ecosystem services; Environmental science; Wildlife; Geography; Ecosystem; Ecology; Habitat","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0002740749,0.00007575442,0.0001218969,0.0000475497,0.0001030679,0.00002823833,0.00007778379,0.00005975929,0.0003806058],"category_scores_gemma":[0.000003294234,0.00004976456,0.000005669746,0.0001067448,0.0002112049,0.00009971413,0.0001770856,0.0001365017,0.00001125733],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006967018,"about_ca_system_score_gemma":5.267349e-7,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000354356,"about_ca_topic_score_gemma":0.0002298702,"domain_scores_codex":[0.9992676,0.00003618624,0.000103373,0.0002730625,0.0001033835,0.0002164195],"domain_scores_gemma":[0.9998245,0.00003649052,0.000005064422,0.00004507302,0.000001262985,0.00008762006],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003185714,0.00001856282,0.9894745,0.00002144799,0.00001053594,0.00003000305,0.001417417,0.000008822883,0.000281537,0.00001712851,0.00007848931,0.008609709],"study_design_scores_gemma":[0.0006197605,0.0002569865,0.9917904,0.000008657696,0.00001060154,0.00000201722,0.000133082,0.0002310686,0.001022779,0.0004517794,0.005384219,0.00008867327],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9910035,0.00008917361,0.000006774946,0.003331091,0.000008276435,0.00006144778,0.000001943361,0.00001466973,0.005483159],"genre_scores_gemma":[0.999433,0.00023149,0.00006046536,0.000120259,0.00001873783,0.000007976367,0.00001037601,0.000003652869,0.0001139929],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008521036,"threshold_uncertainty_score":0.4167367,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04804498706717948,"score_gpt":0.2880769387578057,"score_spread":0.2400319516906262,"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."}}