{"id":"W7115342726","doi":"","title":"Quantification of bedform dynamics and bedload sediment flux in sandy braided rivers from airborne and satellite imagery","year":2025,"lang":"","type":"article","venue":"Figshare","topic":"Hydrology and Sediment Transport Processes","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Bedform; Bed load; Sediment transport; Sediment; Bar (unit); Satellite imagery; Sedimentary budget; Aerial imagery","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.00007073452,0.0002260676,0.0001291776,0.001184749,0.0002088676,0.0004167499,0.0001811519,0.0001436883,0.0005423966],"category_scores_gemma":[0.0001663746,0.0001498558,0.0001163597,0.0009229647,0.0001506691,0.0001608195,0.0001649146,0.00008261399,0.000135732],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006433636,"about_ca_system_score_gemma":0.0004068505,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1276384,"about_ca_topic_score_gemma":0.3471407,"domain_scores_codex":[0.9999447,0.000003421746,0.000003109758,0.00001749607,0.00001882946,0.00001250389],"domain_scores_gemma":[0.9999,0.00001976188,0.00002179283,0.00000638922,0.00003664696,0.00001542256],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001815718,0.00009805437,0.76818,0.0001526351,0.0001111299,0.0004051322,0.0007001311,0.02409156,0.117513,0.0002562735,0.0007981603,0.08751243],"study_design_scores_gemma":[0.000005930536,0.00003585023,0.9689743,0.00001597085,0.00001768366,0.00008233519,0.0004970531,0.02642427,0.003535614,0.00003389981,0.0003647835,0.0000123415],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980957,0.00003341464,0.0006797435,0.000004328765,6.263537e-7,0.000007329415,0.0004147214,0.00005176372,0.0007123927],"genre_scores_gemma":[0.9954463,0.00008393215,0.002805815,0.000006260338,9.043064e-7,0.00001227023,0.001030957,0.000009150163,0.0006043706],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1276384,"threshold_uncertainty_score":0.2537909,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01267469481820832,"score_gpt":0.2316626472176608,"score_spread":0.2189879523994525,"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."}}