{"id":"W2042047158","doi":"10.1002/rra.1359","title":"Beaver assisted river valley formation","year":2010,"lang":"en","type":"article","venue":"River Research and Applications","topic":"Ecology and biodiversity studies","field":"Environmental Science","cited_by":136,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"U.S. Geological Survey","keywords":"Beaver; Overbank; Floodplain; Willow; Sediment; Hydrology (agriculture); Ecosystem engineer; Vegetation (pathology); Erosion; Deposition (geology); Environmental science; Ephemeral key; Geology; Ecosystem; Ecology; Geomorphology","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":[0.000289312,0.0001464179,0.0001518238,0.0004258448,0.0006162009,0.0006932135,0.0002757803,0.0001797743,0.002964483],"category_scores_gemma":[0.001559591,0.0001032239,0.00011144,0.0002933085,0.0003984024,0.000354579,0.001009436,0.0002162985,0.0002854121],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005328879,"about_ca_system_score_gemma":0.0006025416,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007712956,"about_ca_topic_score_gemma":0.03536675,"domain_scores_codex":[0.9997721,0.00006215835,0.000008394794,0.00005218473,0.00004292377,0.00006222638],"domain_scores_gemma":[0.9993883,0.00007531673,0.000184721,0.00008312635,0.00009788794,0.0001705052],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002570493,0.0003583608,0.8250094,0.0001207302,0.0001159421,0.001787945,0.004678502,0.006896058,0.02928124,0.006398588,0.002587809,0.1225083],"study_design_scores_gemma":[0.00001550927,0.0004680229,0.9710791,0.00004247077,0.00005262452,0.0006554105,0.002816976,0.004214284,0.003392343,0.001990518,0.01523842,0.00003440126],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960504,0.00004333274,0.0003022845,0.00001598729,0.000003824895,0.000008601139,0.00004921443,0.00002207232,0.003504378],"genre_scores_gemma":[0.9989941,0.00001926938,0.0002741751,0.000006108553,9.125135e-7,0.00000363965,0.0000433054,0.000002076614,0.0006564405],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007712956,"threshold_uncertainty_score":0.01533616,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05078173153668133,"score_gpt":0.3137009552205473,"score_spread":0.262919223683866,"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."}}