{"id":"W2792654304","doi":"","title":"Application of a methodological advance to calculate 3D flow fields in river channel junctions","year":2018,"lang":"en","type":"article","venue":"University of Twente Research Information","topic":"Hydrology and Sediment Transport Processes","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Acoustic Doppler current profiler; Homogeneity (statistics); Geology; Flow (mathematics); Fluvial; Homogeneous; Channel (broadcasting); Flow velocity; Doppler effect; Hydrology (agriculture); Current (fluid); Geodesy; Mechanics; Geomorphology; Geotechnical engineering; Computer science; Physics; Telecommunications; Oceanography; Structural basin","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":[0.00072887,0.00003492582,0.00007457528,0.0001371853,0.00009494853,0.000001651238,0.0001649595,0.0000646284,0.0003783192],"category_scores_gemma":[0.00008582354,0.00003611211,0.00001837228,0.0004213142,0.0003238194,0.0005288292,0.00008366859,0.0001059743,0.0001807952],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000526056,"about_ca_system_score_gemma":0.00001092621,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000796613,"about_ca_topic_score_gemma":0.0005003582,"domain_scores_codex":[0.9993886,0.00006850036,0.0001103316,0.00007891646,0.0002197185,0.0001338831],"domain_scores_gemma":[0.9996891,0.00005871653,0.00004295407,0.000103951,0.00006022724,0.00004504443],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.003993551,0.000930397,0.2153744,0.0004334301,0.00008995787,0.00001136852,0.08565789,0.3322394,0.01154387,0.002153397,0.01099702,0.3365754],"study_design_scores_gemma":[0.002078395,0.001471057,0.5739124,0.00008913402,0.00002354045,0.000004274419,0.002809136,0.2404825,0.01203366,0.003121792,0.1636378,0.000336332],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5499696,0.000003182959,0.4429227,0.0004706911,0.00003075942,0.0002595022,0.000008490616,0.00001052482,0.006324597],"genre_scores_gemma":[0.9909448,0.00002568111,0.008855217,0.00004291725,0.000004933697,9.477144e-7,0.00001318849,7.890396e-7,0.0001115346],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4409752,"threshold_uncertainty_score":0.414233,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05149791641693311,"score_gpt":0.3202419399655262,"score_spread":0.2687440235485931,"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."}}