{"id":"W2112138578","doi":"10.1029/2011jf002171","title":"Flow and sediment dynamics in channel confluences","year":2011,"lang":"en","type":"article","venue":"Journal of Geophysical Research Atmospheres","topic":"Hydrology and Sediment Transport Processes","field":"Environmental Science","cited_by":224,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Fellowships for Young International Scientists; Bundesamt für Umwelt; Chinese Academy of Sciences; Society for Sedimentary Geology","keywords":"Geology; Channel (broadcasting); Sediment transport; Geomorphology; Flow (mathematics); Sediment; Hyperconcentrated flow; Beach morphodynamics; Hydrology (agriculture); Bed load; Geotechnical engineering; Mechanics","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":[0.0001395517,0.000173949,0.0003663627,0.00111127,0.0005177164,0.0007829596,0.0001572354,0.0003005691,0.001381626],"category_scores_gemma":[0.0003528366,0.0002069528,0.000184955,0.001079092,0.0005529757,0.0003092855,0.0006100787,0.0002606997,0.0001916503],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000781531,"about_ca_system_score_gemma":0.0004199531,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01415849,"about_ca_topic_score_gemma":0.01258971,"domain_scores_codex":[0.9998671,0.00001132391,0.000008938621,0.00004430417,0.00002338929,0.00004497449],"domain_scores_gemma":[0.999718,0.00003704347,0.00009299219,0.00001398405,0.00005127892,0.00008669181],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001103944,0.0002729981,0.8030152,0.0001016044,0.00005876743,0.001472531,0.001381691,0.008367929,0.1661752,0.0008468542,0.0004216984,0.01678163],"study_design_scores_gemma":[0.00002576126,0.0001667911,0.9920064,0.000006942787,0.00001367817,0.00009188243,0.0004211545,0.004581335,0.002069311,0.0001497302,0.0004535548,0.00001358038],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992278,0.00004161993,0.0001821756,0.000005670925,0.000001742014,0.000005577343,0.00008516928,0.00002009624,0.0004300841],"genre_scores_gemma":[0.9995002,0.00003120049,0.0001086019,0.000002664608,0.000002632013,0.000004692975,0.0001611614,0.000003464491,0.0001854486],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01415849,"threshold_uncertainty_score":0.02815217,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03108186676314618,"score_gpt":0.2869850475278175,"score_spread":0.2559031807646713,"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."}}