{"id":"W2077125931","doi":"10.1016/j.earscirev.2013.05.009","title":"The behavioural characteristics of sediment properties and their implications for sediment fingerprinting as an approach for identifying sediment sources in river basins","year":2013,"lang":"en","type":"article","venue":"Earth-Science Reviews","topic":"Soil erosion and sediment transport","field":"Agricultural and Biological Sciences","cited_by":355,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba; University of Northern British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Sediment; Environmental science; Sedimentary budget; Sediment transport; Hydrology (agriculture); Geology; Geomorphology","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":[0.001087404,0.0002950339,0.0004402192,0.001720266,0.0003323751,0.001070904,0.0004013196,0.0006173169,0.0006323791],"category_scores_gemma":[0.005551633,0.0003106857,0.0003001828,0.002086887,0.001369944,0.00147069,0.0005065114,0.0004972336,0.0001523338],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004227119,"about_ca_system_score_gemma":0.0002404718,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003335927,"about_ca_topic_score_gemma":0.004283277,"domain_scores_codex":[0.9995497,0.0001606008,0.00004690284,0.00008723424,0.0001215392,0.00003393882],"domain_scores_gemma":[0.9956443,0.002456812,0.001086228,0.0002199681,0.0004640073,0.0001287505],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003400817,0.0001775323,0.733431,0.0006725499,0.0002964164,0.0002425443,0.002332491,0.007412184,0.06505573,0.004039336,0.0003088481,0.1856913],"study_design_scores_gemma":[0.000003408528,0.0001252596,0.9903288,0.00002646962,0.00004276849,0.0003112879,0.0009203141,0.002004449,0.002658507,0.00263571,0.0009061008,0.00003683848],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9838072,0.003076506,0.009307323,0.0002883254,0.00001509183,0.00001652434,0.0002826489,0.00002654819,0.003179803],"genre_scores_gemma":[0.9940946,0.001993649,0.003149941,0.0000434419,0.00002118781,0.0000147724,0.0000894478,0.00001332672,0.0005797581],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003335927,"threshold_uncertainty_score":0.006632984,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.123166366525919,"score_gpt":0.2803776115561962,"score_spread":0.1572112450302772,"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."}}