{"id":"W4386932029","doi":"10.1007/s11368-023-03655-z","title":"Preface: understanding fine sediment dynamics in aquatic systems","year":2023,"lang":"en","type":"article","venue":"Journal of Soils and Sediments","topic":"Soil erosion and sediment transport","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Leverhulme Trust; Environment and Climate Change Canada; University of Exeter; Institut \"Jožef Stefan\"; Natural Sciences and Engineering Research Council of Canada; University of Northern British Columbia","keywords":"Sediment; Environmental science; Aquatic ecosystem; Hydrology (agriculture); Oceanography; Geology; Geomorphology; Geotechnical engineering","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005796419,0.0001076128,0.000229465,0.00005731814,0.00008108827,0.0000522698,0.0001088931,0.00006758753,0.00003204462],"category_scores_gemma":[0.00001215263,0.00004321084,0.00005954203,0.0003562718,0.00002537284,0.0001348167,0.00002251078,0.0001372401,0.000008730662],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001199876,"about_ca_system_score_gemma":0.00001080642,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001053782,"about_ca_topic_score_gemma":0.000178131,"domain_scores_codex":[0.9988073,0.00004152613,0.0004283733,0.0001196854,0.0003822517,0.0002209334],"domain_scores_gemma":[0.9995551,0.0001078438,0.0001653496,0.00002614041,0.00002242211,0.0001232043],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004935891,0.0008887287,0.9010014,0.000217233,0.000270687,0.0005690102,0.001709454,0.00170077,0.04491528,0.007427758,0.008112527,0.03269359],"study_design_scores_gemma":[0.007065995,0.003362766,0.8270102,0.001887474,0.0001767716,0.0001713802,0.030192,0.1153696,0.001056558,0.005210047,0.007368264,0.00112899],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997535,0.0002790169,0.00001182238,0.001025558,0.0004805753,0.000116372,0.000007933548,0.0000174002,0.0005262803],"genre_scores_gemma":[0.9992167,0.0003281815,0.00000969735,0.00007550839,0.00009736154,0.000002424496,0.00001642522,0.00000118183,0.000252558],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1136689,"threshold_uncertainty_score":0.1762087,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05011552600393415,"score_gpt":0.2449820006654569,"score_spread":0.1948664746615228,"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."}}