{"id":"W4200291896","doi":"10.5194/bg-2021-317","title":"Dissolved organic matter characterization in soils and streams in a small coastal low-arctic catchment","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Climate change and permafrost","field":"Earth and Planetary Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Geological Survey of Canada; Natural Resources Canada","funders":"Horizon 2020","keywords":"Dissolved organic carbon; Environmental science; Permafrost; Soil water; Organic matter; Humus; Drainage basin; Hydrology (agriculture); Arctic; Soil organic matter; Total organic carbon; Environmental chemistry; Oceanography; Soil science; Ecology; Geology; Chemistry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0001815519,0.000349673,0.0003737461,0.001252589,0.00176048,0.001165108,0.0004683654,0.0002569133,0.0004097276],"category_scores_gemma":[0.000310569,0.0001431278,0.0001901664,0.002179805,0.0005604348,0.0002152876,0.0004653672,0.0001926964,0.00008824189],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00340615,"about_ca_system_score_gemma":0.002708391,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.6979212,"about_ca_topic_score_gemma":0.8052669,"domain_scores_codex":[0.9998259,0.00001112308,0.00001250607,0.00005369118,0.00004519393,0.00005164938],"domain_scores_gemma":[0.9996617,0.00002085369,0.00004438442,0.000007858471,0.0001709502,0.00009426555],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007051701,0.00005268832,0.9876633,0.00002227204,0.00002661247,0.0002979735,0.0008179863,0.0001725047,0.006857745,0.00002467155,0.0001077237,0.003886044],"study_design_scores_gemma":[0.000004482652,0.00002289217,0.9966929,0.000006075332,0.00001864227,0.00007847303,0.001525448,0.0006328169,0.0005868574,0.00001504689,0.0004112693,0.000005150401],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992349,0.00004858446,0.00006352437,0.000009350964,0.000001155203,0.00001196437,0.0004073436,0.000003864129,0.0002192899],"genre_scores_gemma":[0.9985671,0.00008776091,0.0003525967,0.00002196985,0.000003530008,0.00001609978,0.0006343393,0.000003100402,0.0003133728],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6979212,"threshold_uncertainty_score":0.6077157,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02214754443502802,"score_gpt":0.2183705462362864,"score_spread":0.1962230018012584,"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."}}