{"id":"W2970374537","doi":"10.1002/rra.3529","title":"Biomic river restoration: A new focus for river management","year":2019,"lang":"en","type":"article","venue":"River Research and Applications","topic":"Hydrology and Sediment Transport Processes","field":"Environmental Science","cited_by":135,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan; University of Lethbridge","funders":"Engineering and Physical Sciences Research Council","keywords":"Dam removal; Biome; Channel (broadcasting); River management; River ecosystem; Flood myth; Stream restoration; Restoration ecology; Fluvial; Natural (archaeology); Environmental science; Floodplain; Flood control; Environmental resource management; Hydrology (agriculture); Water resource management; Ecology; STREAMS; Geography; Ecosystem; Geology; Computer science; Sediment","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":[0.00659704,0.0006368458,0.001074677,0.001695968,0.001827474,0.007222181,0.001939752,0.005706413,0.009619605],"category_scores_gemma":[0.003383378,0.0002342577,0.0006484721,0.001611936,0.01248591,0.007983001,0.004990444,0.004489437,0.0008665931],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002968412,"about_ca_system_score_gemma":0.0064172,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001695975,"about_ca_topic_score_gemma":0.003624214,"domain_scores_codex":[0.9984004,0.0008211915,0.00007579516,0.0002526476,0.0003170465,0.0001329455],"domain_scores_gemma":[0.995308,0.002139241,0.0005279749,0.0004053452,0.0009160854,0.0007033247],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00005735255,0.0001565897,0.001516881,0.001434808,0.00003221534,0.0002329186,0.001279678,0.002852312,0.001588935,0.6139106,0.05919135,0.3177463],"study_design_scores_gemma":[0.00001553353,0.0001615796,0.001577357,0.00137067,0.00002875082,0.0004122953,0.002394594,0.003477132,0.0005498186,0.3962018,0.5937589,0.0000516146],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"methods","genre_scores_codex":[0.008622259,0.2090523,0.09226079,0.6194809,0.006381312,0.0000914262,0.0001454673,0.0004974984,0.06346799],"genre_scores_gemma":[0.444016,0.2961612,0.1031711,0.08915305,0.02335401,0.0004240809,0.0001714634,0.0002513356,0.04329773],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.009619605,"threshold_uncertainty_score":0.03488892,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03208789340947559,"score_gpt":0.3129521107779339,"score_spread":0.2808642173684583,"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."}}