{"id":"W4376140154","doi":"10.1016/j.ecoleng.2023.106997","title":"Influence of boulder submergence ratio on local flow field: Implications for sediment and fish instream habitat","year":2023,"lang":"en","type":"article","venue":"Ecological Engineering","topic":"Hydrology and Sediment Transport Processes","field":"Environmental Science","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"Fisheries and Oceans Canada","funders":"Fisheries and Oceans Canada; Natural Resources, Energy and Science Authority of Sri Lanka; Clarkson University; National Science Foundation","keywords":"Turbulence; Hydrology (agriculture); Environmental science; Particle image velocimetry; Flow (mathematics); Sediment; Erosion; Inlet; Geology; Geotechnical engineering; Geomorphology; Geography; Mechanics; Meteorology; Physics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0005890884,0.000274952,0.0005394773,0.0005570111,0.0005208739,0.0009787943,0.0004447098,0.0004779669,0.005086148],"category_scores_gemma":[0.002078278,0.0001936263,0.0005091019,0.0003877002,0.0008149201,0.0003801678,0.0004400327,0.0003429028,0.0003877644],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007359554,"about_ca_system_score_gemma":0.0006279872,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02426908,"about_ca_topic_score_gemma":0.04790623,"domain_scores_codex":[0.9995938,0.0001761912,0.00002207458,0.000102715,0.00002779745,0.00007749628],"domain_scores_gemma":[0.9978347,0.001023455,0.000196508,0.0001347783,0.0001903278,0.0006201584],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001670862,0.0002298752,0.9661099,0.00001865637,0.0002267957,0.0006257243,0.000246814,0.001359219,0.02339639,0.0001700476,0.0003737274,0.005571948],"study_design_scores_gemma":[0.000005623898,0.0000900131,0.9982509,0.000001882473,0.0000442456,0.0001080752,0.0001541443,0.0007757362,0.000455092,0.00002832361,0.00008238322,0.000003713025],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993074,0.00003967176,0.00007391485,0.0000282957,0.000003006581,0.000001326866,0.00006707099,0.000004928228,0.0004744948],"genre_scores_gemma":[0.9995551,0.00001563438,0.00005537888,0.00001255076,0.000002984418,0.000001195525,0.0000543533,0.000008465909,0.0002943352],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02426908,"threshold_uncertainty_score":0.04825562,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008396507187135893,"score_gpt":0.2218121084351342,"score_spread":0.2134156012479984,"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."}}