{"id":"W2966768267","doi":"10.1139/facets-2018-0036","title":"Channel geomorphology differences between stream reaches with grass- or tree-dominated riparian vegetation in southern Manitoba","year":2019,"lang":"en","type":"article","venue":"FACETS","topic":"Hydrology and Sediment Transport Processes","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brandon University; Agriculture and Agri-Food Canada","funders":"","keywords":"Riparian zone; Hydrology (agriculture); Afforestation; Vegetation (pathology); Environmental science; Channel (broadcasting); Floodplain; Bank; Erosion; Watershed; Aggradation; Sediment; STREAMS; Physical geography; Geology; Fluvial; Habitat; Geography; Ecology; Geomorphology; Agroforestry; Structural basin","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001394439,0.0001574539,0.0002351659,0.00004966205,0.00005315325,0.00001058892,0.0001926611,0.0001379073,0.001543581],"category_scores_gemma":[0.000006767363,0.0001084169,0.00001847014,0.0001743239,0.0001507485,0.0001492927,0.00002474619,0.0001487228,0.001008477],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003606331,"about_ca_system_score_gemma":0.00001248446,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001557268,"about_ca_topic_score_gemma":0.03276754,"domain_scores_codex":[0.9989794,0.00005727661,0.000177156,0.0003392521,0.000158157,0.0002887169],"domain_scores_gemma":[0.9996647,0.00005669356,0.00007581275,0.000141868,0.000004683734,0.00005621681],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001228617,0.00008163193,0.9944652,0.00001457664,0.00001832592,0.00002473459,0.001673731,0.0005205899,0.001056045,0.000003203271,0.00001505135,0.002004009],"study_design_scores_gemma":[0.001168467,0.0003791399,0.9943663,0.00002846668,0.00002693109,0.000005596712,0.0006933825,0.0004778637,0.002244957,0.0003122637,0.0001076649,0.0001889806],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979572,0.00002021562,0.00009898027,0.0002307924,0.00004842047,0.0002676797,0.00001528048,0.00003840166,0.001322992],"genre_scores_gemma":[0.9990932,0.00000509293,0.00006155465,0.00007315782,0.00001518864,0.00002571276,0.00008128151,0.00001169124,0.0006330606],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03121027,"threshold_uncertainty_score":0.9997693,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01655596763962608,"score_gpt":0.2127398474496295,"score_spread":0.1961838798100034,"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."}}