{"id":"W2770296624","doi":"10.1680/jwama.17.00039","title":"Non-uniform flow over cobble bed with submerged vegetation strip","year":2017,"lang":"en","type":"article","venue":"Proceedings of the Institution of Civil Engineers - Water Management","topic":"Hydrology and Sediment Transport Processes","field":"Environmental Science","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Northern British Columbia","funders":"","keywords":"Cobble; Flume; Geology; Hydrology (agriculture); Vegetation (pathology); Flow (mathematics); Soil science; Geotechnical engineering; Geometry; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002419199,0.0001395736,0.000151916,0.00005213538,0.0002536993,0.00002410795,0.0005099399,0.00005261532,0.0001276056],"category_scores_gemma":[0.000005925346,0.00008482404,0.00005128776,0.00008253863,0.0003427187,0.000661275,0.0001326863,0.00008620356,0.00001275395],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005105261,"about_ca_system_score_gemma":0.000004745619,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003863611,"about_ca_topic_score_gemma":0.00007028975,"domain_scores_codex":[0.9990165,0.000001255205,0.0002212229,0.0001925954,0.0003585857,0.0002098518],"domain_scores_gemma":[0.9995893,0.000001696177,0.0001664896,0.0001748004,0.00002905902,0.00003860157],"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":[0.001057889,0.001108684,0.2802194,0.004518653,0.001114639,0.00001506781,0.007695566,0.5775548,0.102354,0.01669787,0.003145625,0.004517786],"study_design_scores_gemma":[0.004253122,0.0003650769,0.3457967,0.0005637524,0.0005441334,0.00000580389,0.0002276351,0.03841349,0.5953701,0.00223137,0.01155088,0.0006780257],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9333019,0.000007582682,0.00182408,0.0003348873,0.0001784245,0.0004217828,0.000001957493,0.00002660757,0.06390276],"genre_scores_gemma":[0.9987097,0.00002110156,0.0007419899,0.00003710655,0.00001304843,0.00002951426,0.000004016002,0.000008286051,0.0004352808],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5391414,"threshold_uncertainty_score":0.3459024,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005508518926896605,"score_gpt":0.1846432252087193,"score_spread":0.1791347062818227,"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."}}