{"id":"W1999525847","doi":"10.1139/e02-102","title":"Dunes and associated sand transport in a tidally influenced sand-bed channel: Fraser River, British Columbia","year":2003,"lang":"en","type":"article","venue":"Canadian Journal of Earth Sciences","topic":"Hydrology and Sediment Transport Processes","field":"Environmental Science","cited_by":51,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Institute for Advanced Research; University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Geology; Sediment transport; Sand dune stabilization; Bathymetry; Hydrology (agriculture); Geomorphology; Population; Erosion; Channel (broadcasting); Sediment; Oceanography; Geotechnical engineering","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"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":[0.0009094707,0.00008448403,0.0002036589,0.00008767194,0.000345539,0.0001076736,0.000220286,0.00009036454,0.002144483],"category_scores_gemma":[0.0001084692,0.000102347,0.0000375482,0.0005261448,0.001099281,0.0005595374,0.000003319859,0.0001767516,0.00000581073],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00000931209,"about_ca_system_score_gemma":0.0004054731,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.08055663,"about_ca_topic_score_gemma":0.9428544,"domain_scores_codex":[0.9987718,0.00005767438,0.0003096115,0.0002055363,0.0002486746,0.0004066916],"domain_scores_gemma":[0.9993433,0.00003710149,0.0001244114,0.00004740616,0.00002235831,0.0004254637],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000002987635,0.00001594846,0.9980145,0.000002850405,0.000006360896,0.0002760404,0.0005310808,0.0007224153,0.0001114988,0.000002969462,0.00009214292,0.0002212597],"study_design_scores_gemma":[0.0006102934,0.0001771374,0.9951439,0.00006347889,0.0000120431,0.00007039485,0.0001066095,0.00002913013,0.0002020892,0.0009936112,0.002453089,0.0001382429],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9962481,0.0004839843,0.000007910084,0.0001320232,0.0001296348,0.00007996345,0.00001069779,0.000003857645,0.002903818],"genre_scores_gemma":[0.9991888,0.0000930874,0.000121416,0.0004081812,0.000009173296,0.000001392166,9.669911e-7,0.000004225722,0.0001728051],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8622978,"threshold_uncertainty_score":0.9987677,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007188857490281264,"score_gpt":0.1900727175612273,"score_spread":0.1828838600709461,"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."}}