{"id":"W2022793473","doi":"10.1061/(asce)hy.1943-7900.0000373","title":"Evaluation of ADCP Apparent Bed Load Velocity in a Large Sand-Bed River: Moving versus Stationary Boat Conditions","year":2011,"lang":"en","type":"article","venue":"Journal of Hydraulic Engineering","topic":"Hydrology and Sediment Transport Processes","field":"Environmental Science","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"U.S. Geological Survey","keywords":"Geology; Transect; Acoustic Doppler current profiler; Sediment transport; Bathymetry; Geodesy; Bed load; Bedform; Flow velocity; Elevation (ballistics); Sediment; Kinematics; Global Positioning System; Geomorphology; Hydrology (agriculture); Flow (mathematics); Geotechnical engineering; Current (fluid); Oceanography; Geometry","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001089556,0.00009186984,0.0001663318,0.00009118289,0.00003467669,0.000002754463,0.0001258604,0.00005373505,0.001023165],"category_scores_gemma":[0.0001094391,0.00008950115,0.00005437921,0.0001767868,0.00004310846,0.0003715443,0.00002030237,0.0001729952,0.000009782584],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002194466,"about_ca_system_score_gemma":0.0000627878,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004859755,"about_ca_topic_score_gemma":0.00005220728,"domain_scores_codex":[0.9987523,0.00003928676,0.0003762706,0.00009774859,0.0005733082,0.0001611195],"domain_scores_gemma":[0.9995813,0.0000548152,0.0001740665,0.00006991368,0.00005952942,0.00006041621],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.0004506084,0.0008486448,0.07533997,0.0000863919,0.0002675866,0.00009110224,0.01488813,0.872808,0.03132886,0.0001318507,0.0001598197,0.003599021],"study_design_scores_gemma":[0.007615488,0.0005168609,0.7966735,0.0002052916,0.0004061717,0.00003615272,0.0003985315,0.1508979,0.04129777,0.001086788,0.0004902733,0.000375308],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963306,0.0002342324,0.002052541,0.00003218255,0.0001728222,0.00009284364,0.000006228501,0.000008733075,0.001069845],"genre_scores_gemma":[0.9988322,0.00004004313,0.001068925,0.00001786039,0.00002041308,0.000006171179,0.00000521773,0.000006757691,0.000002397455],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7219101,"threshold_uncertainty_score":0.99989,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02592167607895428,"score_gpt":0.2542177565250971,"score_spread":0.2282960804461429,"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."}}