{"id":"W1967516179","doi":"10.2495/rm070351","title":"Three-dimensional flow in a barb field","year":2007,"lang":"en","type":"article","venue":"WIT transactions on ecology and the environment","topic":"Hydrology and Sediment Transport Processes","field":"Environmental Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Meander (mathematics); Bank erosion; Flow (mathematics); Turbulence; Channel (broadcasting); Erosion; Sediment; Geology; Sediment transport; Flow conditions; Geometry; Geotechnical engineering; Mechanics; Geomorphology; Engineering; Physics; Mathematics; Telecommunications","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":[0.0001206773,0.0002296595,0.0002779326,0.0005488626,0.0006693068,0.0007445464,0.0002486953,0.0004713889,0.0008851435],"category_scores_gemma":[0.0003284593,0.0001916464,0.0002981213,0.0004023358,0.0007261775,0.000260114,0.0004849388,0.0002664159,0.0001197138],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006737399,"about_ca_system_score_gemma":0.0009432916,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01271745,"about_ca_topic_score_gemma":0.009135382,"domain_scores_codex":[0.9999223,0.000009487131,0.000004134108,0.00002024371,0.00002136941,0.00002248494],"domain_scores_gemma":[0.9998604,0.00002898045,0.00003050862,0.00001125708,0.00003441329,0.00003438377],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000303349,0.000189707,0.02737215,0.0000357406,0.00001915317,0.0004591612,0.0002853512,0.876659,0.07609391,0.004835812,0.0005040058,0.01324269],"study_design_scores_gemma":[0.00004543395,0.000152207,0.02180632,0.00001110556,0.0000107939,0.00008280567,0.0001461889,0.9714251,0.004451517,0.0009916984,0.0008327088,0.00004411592],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9759954,0.00004078164,0.02022614,0.00005811666,0.0000117382,0.00002492879,0.0001772105,0.0002365986,0.003229145],"genre_scores_gemma":[0.9929535,0.00003601348,0.005719959,0.000008617746,0.000003619848,0.00001298231,0.0001310916,0.00001012066,0.001124114],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01271745,"threshold_uncertainty_score":0.02528685,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00468412556897614,"score_gpt":0.1862689939599708,"score_spread":0.1815848683909946,"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."}}