{"id":"W2215385823","doi":"10.1007/s11368-015-1231-2","title":"Preface—Addressing challenges to advance sediment fingerprinting research","year":2015,"lang":"en","type":"article","venue":"Journal of Soils and Sediments","topic":"Soil erosion and sediment transport","field":"Agricultural and Biological Sciences","cited_by":35,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Northern British Columbia","funders":"","keywords":"Sediment; Environmental science; Hydrology (agriculture); Drainage basin; Geology; Geography; Geomorphology","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":[0.008882469,0.0008333483,0.0007620353,0.001360112,0.002618123,0.006094765,0.002163147,0.004711958,0.0216083],"category_scores_gemma":[0.03202065,0.0002980661,0.0005557707,0.0009241262,0.001741702,0.006618368,0.003473077,0.008584296,0.0128543],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002205075,"about_ca_system_score_gemma":0.007866343,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006648085,"about_ca_topic_score_gemma":0.006787897,"domain_scores_codex":[0.9979492,0.0005140787,0.000251861,0.0002751324,0.0008239718,0.0001858772],"domain_scores_gemma":[0.9514111,0.005413826,0.001654583,0.002631866,0.03189637,0.006992301],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004471815,0.00004381355,0.0003611851,0.000251908,0.00001034609,0.00007279852,0.00007511835,0.0001217304,0.000973987,0.008403586,0.9422547,0.04738603],"study_design_scores_gemma":[0.00001346187,0.00005668368,0.001057901,0.0003493154,0.0000132743,0.0001554448,0.0003101266,0.0003972891,0.0005714474,0.01662539,0.9804184,0.00003131797],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.0008897072,0.02091489,0.006823411,0.3541538,0.6012949,0.0001587147,0.0005029479,0.0002851741,0.01497647],"genre_scores_gemma":[0.02763686,0.04073201,0.02105511,0.1999036,0.6003408,0.0002928777,0.001459368,0.0004107121,0.1081687],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.0216083,"threshold_uncertainty_score":0.07228696,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2197380278765345,"score_gpt":0.357919075200157,"score_spread":0.1381810473236224,"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."}}