{"id":"W2077054689","doi":"10.1002/rra.1488","title":"SEDIMENT TRANSPORT AND FLOW DYNAMICS AROUND A RESTORED POOL IN A FISH HABITAT REHABILITATION PROJECT: FIELD AND 3D NUMERICAL MODELLING EXPERIMENTS","year":2011,"lang":"en","type":"article","venue":"River Research and Applications","topic":"Hydrology and Sediment Transport Processes","field":"Environmental Science","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Concordia University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Bed load; Sediment transport; Geology; Sediment; Shear stress; Current (fluid); Flow (mathematics); Hydrology (agriculture); Stream bed; STREAMS; Flow conditions; Stream restoration; Geotechnical engineering; Geomorphology; Habitat; Environmental science; Geometry; Mechanics; Ecology; Oceanography","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003009978,0.00008556418,0.0001003632,0.00007013304,0.0001885152,0.00001173004,0.00008166996,0.00007346099,0.00006412442],"category_scores_gemma":[0.000007951437,0.00008146468,0.00001035977,0.0002190572,0.0004313077,0.0001962966,0.00003907488,0.0001833273,0.000005527206],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004933192,"about_ca_system_score_gemma":0.00001610034,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001296965,"about_ca_topic_score_gemma":0.0007641614,"domain_scores_codex":[0.9990188,0.00004023109,0.000153602,0.0003599556,0.0001925011,0.0002348654],"domain_scores_gemma":[0.9996271,0.0001145091,0.00001809313,0.0001266822,0.00001323196,0.0001004214],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004129215,0.001017136,0.9582489,0.0001210163,0.00002722023,0.00001538565,0.02191583,0.001036815,0.0003656722,0.001836121,0.0002070137,0.014796],"study_design_scores_gemma":[0.003271368,0.002680428,0.4865264,0.0001197273,0.00005391326,0.00002565766,0.004982645,0.4539825,0.001240646,0.03859739,0.007653581,0.0008656943],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9732854,0.000081168,0.0240702,0.0004809854,0.000005167105,0.0008116054,0.00001387989,0.00001668403,0.001234923],"genre_scores_gemma":[0.9901832,0.0001672337,0.009036629,0.00006633669,0.000008243188,0.0004485183,0.0000222809,0.000006790961,0.00006080385],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4717225,"threshold_uncertainty_score":0.3322033,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.045316372402208,"score_gpt":0.30748073710413,"score_spread":0.262164364701922,"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."}}