{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001520954,0.0001622409,0.0002762527,0.00002372942,0.0006412743,0.0001663216,0.0003649013,0.00004109949,0.00001585462],"category_scores_gemma":[0.00007229862,0.00005490236,0.0001048219,0.0002428255,0.000334947,0.0003103536,0.00006418709,0.00007233218,0.000002718985],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002306524,"about_ca_system_score_gemma":0.00002468197,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001886504,"about_ca_topic_score_gemma":0.00005973063,"domain_scores_codex":[0.9985251,0.00005473285,0.0005195334,0.0003783817,0.0001570461,0.0003652036],"domain_scores_gemma":[0.9992926,0.0001105084,0.0002282443,0.0001244759,0.0001272447,0.0001169928],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00001072206,0.0001644577,0.02399096,0.0000565033,0.000003991542,2.225405e-8,0.001492551,0.000001622944,0.7598155,0.0003205364,0.00002327151,0.2141199],"study_design_scores_gemma":[0.0003078524,0.0004206467,0.9044672,0.0001976969,0.0000279449,0.000003673944,0.00218773,0.001124593,0.07255242,0.0002530559,0.01813835,0.0003188603],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.994844,0.00110058,0.000587617,0.0009131867,0.00008826359,0.002387692,0.00002496274,0.00001794865,0.00003578801],"genre_scores_gemma":[0.9946005,0.000789604,0.003387978,0.0001958001,0.00005618079,0.0008496182,0.0000277071,0.000001946271,0.00009061724],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8804762,"threshold_uncertainty_score":0.4932229,"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."}}