{"id":"W1192496314","doi":"10.1007/s11368-015-1203-6","title":"The role of gravel channel beds on the particle size and organic matter selectivity of transported fine-grained sediment: implications for sediment fingerprinting and biogeochemical flux research","year":2015,"lang":"en","type":"article","venue":"Journal of Soils and Sediments","topic":"Soil erosion and sediment transport","field":"Agricultural and Biological Sciences","cited_by":39,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba; University of Northern British Columbia","funders":"","keywords":"Sediment; Flume; Organic matter; Deposition (geology); Geology; Hydrology (agriculture); Erosion; Sediment transport; Environmental science; Particle size; Grain size; Channel (broadcasting); Soil science; Geomorphology; Geotechnical engineering; Ecology; Flow (mathematics)","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":[0.0004348868,0.0002337181,0.0002494146,0.0005791268,0.0004718566,0.0008127128,0.0004365755,0.0003606181,0.001701524],"category_scores_gemma":[0.001288733,0.0003491173,0.000210008,0.0003380614,0.0009216729,0.0007824588,0.000471907,0.0001845185,0.0002581063],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003739398,"about_ca_system_score_gemma":0.0003978803,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01167713,"about_ca_topic_score_gemma":0.01638359,"domain_scores_codex":[0.9998251,0.00004126229,0.00001423725,0.00005418981,0.00002393874,0.00004142576],"domain_scores_gemma":[0.9987746,0.0006702785,0.0001780131,0.0000918345,0.0001371837,0.00014817],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00226292,0.0001778533,0.7274845,0.0001190646,0.0002341331,0.0002408802,0.0003691702,0.002221484,0.2469505,0.0010042,0.000227408,0.01870786],"study_design_scores_gemma":[0.00001030946,0.00006967595,0.9934564,0.000003199108,0.00003038238,0.00005856184,0.0001075455,0.00169576,0.004313538,0.0001367537,0.0001096094,0.000008166973],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989718,0.0001162793,0.0002757757,0.0000200452,0.00000295902,0.000002749852,0.0001050641,0.000005924226,0.0004993086],"genre_scores_gemma":[0.9995229,0.00004185943,0.0001419056,0.000009171624,0.000003214751,0.000001293034,0.0000353561,0.00000483418,0.0002394276],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01167713,"threshold_uncertainty_score":0.02321833,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05284789592760602,"score_gpt":0.2786317915559886,"score_spread":0.2257838956283825,"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."}}