{"id":"W3006214421","doi":"10.1130/g46909.1","title":"Sediment dynamics across gravel-sand transitions: Implications for river stability and floodplain recycling","year":2020,"lang":"en","type":"article","venue":"Geology","topic":"Hydrology and Sediment Transport Processes","field":"Environmental Science","cited_by":42,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"Natural Environment Research Council; Sight Research UK","keywords":"Bed load; Sediment; Geology; Floodplain; Bedform; Suspended load; Grain size; Channel (broadcasting); Hydrology (agriculture); Sedimentation; Sediment transport; Erosion; Flux (metallurgy); Aggradation; Geomorphology; Fluvial; Geotechnical engineering; Ecology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002291081,0.0001024448,0.000207643,0.001011776,0.0004728175,0.000765025,0.0002478952,0.0002108857,0.0007685093],"category_scores_gemma":[0.000609783,0.0001182972,0.0001210015,0.0008842453,0.000665848,0.0004479527,0.000464447,0.0001849331,0.0000733977],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004801876,"about_ca_system_score_gemma":0.0002392223,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01351885,"about_ca_topic_score_gemma":0.01477383,"domain_scores_codex":[0.9999378,0.00001352296,0.000005866387,0.00001987247,0.000008234912,0.00001477274],"domain_scores_gemma":[0.9996939,0.00009392435,0.00008890899,0.00002188597,0.00006601525,0.00003547101],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001459709,0.00003036499,0.9661654,0.00003851601,0.00005927706,0.0002574841,0.001154818,0.002177369,0.02049688,0.0004453975,0.00009088165,0.008937544],"study_design_scores_gemma":[0.000001561807,0.00001435547,0.99753,0.000003349753,0.000005820557,0.00003276477,0.000261197,0.001281431,0.000621673,0.000142937,0.0001007363,0.000004082989],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994422,0.00002297671,0.0001430184,0.00001961482,3.119032e-7,0.000001639939,0.0001081245,0.000005906948,0.0002561875],"genre_scores_gemma":[0.9998503,0.00001035236,0.00004062399,0.000004907313,6.581453e-7,0.000001662273,0.00004310052,0.000001207482,0.00004714533],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01351885,"threshold_uncertainty_score":0.02688032,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02097034396104572,"score_gpt":0.2574986618637318,"score_spread":0.2365283179026861,"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."}}