{"id":"W2056765511","doi":"10.1016/j.jhydrol.2015.04.061","title":"Changes in dissolved organic carbon quality in soils and discharge 10years after peatland restoration","year":2015,"lang":"en","type":"article","venue":"Journal of Hydrology","topic":"Peatlands and Wetlands Ecology","field":"Environmental Science","cited_by":61,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary; University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada; Université Laval","keywords":"Dissolved organic carbon; Peat; Soil water; Environmental chemistry; Environmental science; Water table; Surface water; Chemistry; Hydrology (agriculture); Soil science; Ecology; Groundwater; Geology","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":[0.0008898934,0.00007491163,0.000234561,0.00009374593,0.00001052376,0.000007846936,0.00007864877,0.00009416986,0.0001090931],"category_scores_gemma":[0.00008664072,0.00005770275,0.00001519759,0.0001013111,0.00007399265,0.0001007633,0.00006572029,0.0001771516,0.000004927139],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001090228,"about_ca_system_score_gemma":0.00001664694,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003619232,"about_ca_topic_score_gemma":0.04348388,"domain_scores_codex":[0.9991024,0.0001936127,0.0002792302,0.000119825,0.000116451,0.0001884873],"domain_scores_gemma":[0.9996315,0.00004380148,0.000150287,0.00007505275,0.000006871735,0.00009249986],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002369139,0.00005178779,0.9945439,0.000002159162,0.000003227843,0.00008514154,0.0008993276,0.00006621601,0.003874599,0.000004391658,0.00007498945,0.0001573833],"study_design_scores_gemma":[0.001258717,0.0003876808,0.9962953,0.000005987039,0.000005705504,0.00008463235,0.00006944127,0.0004928602,0.00007533443,0.0008023759,0.0004504323,0.00007148503],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970319,0.0001217464,0.00000500756,0.002256137,0.0001101368,0.00005221391,8.48219e-7,0.000002070939,0.0004199543],"genre_scores_gemma":[0.9996162,0.00007145087,0.00003110645,0.0001575078,0.00006014323,0.000003363012,0.000001659722,0.000004833717,0.00005370151],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04312196,"threshold_uncertainty_score":0.9739701,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01627632193783096,"score_gpt":0.2564767348667376,"score_spread":0.2402004129289066,"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."}}