{"id":"W2760008301","doi":"10.1139/cjce-2017-0356","title":"Statistical description of morphological characteristics of bedforms in seepage affected alluvial channels","year":2017,"lang":"en","type":"article","venue":"Canadian Journal of Civil Engineering","topic":"Hydrology and Sediment Transport Processes","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Technische Universiteit Delft","keywords":"Bedform; Geology; Channel (broadcasting); Alluvium; Geotechnical engineering; Geomorphology; Stream power; Curvilinear coordinates; Surface finish; Sediment transport; Hydrology (agriculture); Sediment; Geometry; Engineering; Mathematics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002930586,0.0001545955,0.0001852222,0.0006017981,0.0001604569,0.0002607166,0.0001133964,0.0001450327,0.0005449945],"category_scores_gemma":[0.0007549515,0.00007245844,0.0001950888,0.0004630311,0.0003011769,0.0001778213,0.0001723289,0.0001205668,0.00006943432],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001444545,"about_ca_system_score_gemma":0.0001327811,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001076833,"about_ca_topic_score_gemma":0.00204659,"domain_scores_codex":[0.9998066,0.00003101536,0.00001666716,0.00006189093,0.00004694201,0.00003688036],"domain_scores_gemma":[0.9993805,0.0002299512,0.0001790872,0.00005514162,0.00008518952,0.00007017852],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001941621,0.00005215262,0.9650382,0.00002057861,0.00004387446,0.0002194523,0.0001801473,0.002002378,0.02362851,0.00007284565,0.00004788578,0.00849989],"study_design_scores_gemma":[0.000001033675,0.00007579511,0.9969915,6.774612e-7,0.000005589007,0.00006032031,0.0001125239,0.001722332,0.0009393526,0.00002985234,0.00005844683,0.000002520836],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999283,0.000009494712,0.00053073,0.00000150834,6.356415e-7,0.00000392706,0.00008031791,0.000006328304,0.00008410456],"genre_scores_gemma":[0.9995825,0.000006646101,0.0001758813,0.000001124839,7.28406e-7,0.000004753534,0.0001591267,0.00000179428,0.00006754242],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001076833,"threshold_uncertainty_score":0.002141118,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01168353446125067,"score_gpt":0.1970777913980163,"score_spread":0.1853942569367656,"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."}}