{"id":"W2119358410","doi":"10.1002/2014jf003328","title":"The gravel-sand transition: Sediment dynamics in a diffuse extension","year":2015,"lang":"en","type":"article","venue":"Journal of Geophysical Research Earth Surface","topic":"Hydrology and Sediment Transport Processes","field":"Environmental Science","cited_by":54,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; University of British Columbia; Simon Fraser University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Geology; Sediment; Bed load; Suspended load; Suspension (topology); Sorting; Shear stress; Geotechnical engineering; Advection; Sediment transport; Geomorphology; Mechanics","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":[0.00005302788,0.0001273956,0.0002241901,0.000324191,0.000315093,0.0006180209,0.0002714368,0.0002600724,0.0008204893],"category_scores_gemma":[0.0002059797,0.0001879545,0.0001684721,0.0003302462,0.0004673243,0.0003638661,0.0008685266,0.0003397737,0.0000974607],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004756316,"about_ca_system_score_gemma":0.0002920704,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01756134,"about_ca_topic_score_gemma":0.0310204,"domain_scores_codex":[0.9999654,0.000001673351,0.000001512802,0.00001216017,0.000007756883,0.00001141182],"domain_scores_gemma":[0.9999154,0.000007280482,0.00001525512,0.000005627144,0.00001144343,0.00004502821],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001000814,0.0002445606,0.6890708,0.0001214323,0.0001272888,0.002639077,0.001577996,0.02401536,0.2521498,0.003205658,0.0004736471,0.02537369],"study_design_scores_gemma":[0.00002373352,0.0001202913,0.9799687,0.00001123524,0.00002017059,0.0001472053,0.000610345,0.01539455,0.002628257,0.0004634691,0.0005912873,0.00002082029],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991332,0.00002751982,0.0001549836,0.00001034386,4.087591e-7,0.000001608201,0.00002392594,0.000008874857,0.000639203],"genre_scores_gemma":[0.9995188,0.00002642983,0.0001233722,0.000007621763,7.383163e-7,0.000001529128,0.00004953122,0.000002302716,0.0002697205],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01756134,"threshold_uncertainty_score":0.03491825,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03676081277883071,"score_gpt":0.3054004705083341,"score_spread":0.2686396577295034,"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."}}