{"id":"W4280603939","doi":"10.1007/s11368-022-03231-x","title":"Sediment source fingerprinting: are we going in the right direction?","year":2022,"lang":"en","type":"article","venue":"Journal of Soils and Sediments","topic":"Soil erosion and sediment transport","field":"Agricultural and Biological Sciences","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Northern British Columbia","funders":"","keywords":"Sediment; Environmental science; Computer science; Geology; 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":[0.03156027,0.001540172,0.003733423,0.003100479,0.001771197,0.01036917,0.002964831,0.008968028,0.01094335],"category_scores_gemma":[0.05536636,0.001028798,0.001491238,0.002543543,0.0043775,0.01881507,0.002359042,0.00890058,0.003987503],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001690768,"about_ca_system_score_gemma":0.006387485,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008898093,"about_ca_topic_score_gemma":0.01475081,"domain_scores_codex":[0.9948001,0.00177275,0.000714089,0.0009769609,0.001270556,0.0004655289],"domain_scores_gemma":[0.9395201,0.03195016,0.004482248,0.003218637,0.0169537,0.003875241],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000750416,0.0004623631,0.08111844,0.003005552,0.0006124824,0.0002352776,0.0005398238,0.001138936,0.00499773,0.01117619,0.06095032,0.8350124],"study_design_scores_gemma":[0.0006170538,0.002275602,0.1940306,0.02528359,0.003286578,0.006454375,0.02002478,0.02603416,0.01462288,0.2862414,0.4194438,0.001685221],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.03802297,0.3485966,0.07200687,0.5225179,0.00767222,0.0001599714,0.001540339,0.0009175061,0.008565672],"genre_scores_gemma":[0.3521248,0.3178042,0.1947414,0.1006898,0.02296796,0.0003928341,0.001811903,0.0006288047,0.008838369],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03156027,"threshold_uncertainty_score":0.1669087,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01961817712097146,"score_gpt":0.2239155310124334,"score_spread":0.2042973538914619,"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."}}