{"id":"W2965038815","doi":"10.1088/1748-9326/ab3947","title":"Soil degradation determines release of nitrous oxide and dissolved organic carbon from peatlands","year":2019,"lang":"en","type":"article","venue":"Environmental Research Letters","topic":"Peatlands and Wetlands Ecology","field":"Environmental Science","cited_by":67,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"European Social Fund; Deutsche Forschungsgemeinschaft","keywords":"Peat; Nitrous oxide; Degradation (telecommunications); Dissolved organic carbon; Environmental science; Soil carbon; Environmental chemistry; Carbon fibers; Soil retrogression and degradation; Soil science; Chemistry; Soil water; Materials science; Ecology","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":[0.0003199302,0.0003346613,0.0002749672,0.001017261,0.0003134022,0.0005694675,0.0002148341,0.0001589108,0.0003718919],"category_scores_gemma":[0.0005612513,0.0001526558,0.0004165318,0.001130475,0.0001863076,0.0002928193,0.0003681391,0.0001379458,0.0001363819],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001166763,"about_ca_system_score_gemma":0.00115556,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.476368,"about_ca_topic_score_gemma":0.5767822,"domain_scores_codex":[0.9998171,0.00001807235,0.00001221794,0.00006100036,0.00003189274,0.00005965808],"domain_scores_gemma":[0.9997116,0.00003938053,0.00004689603,0.00003148033,0.000132382,0.00003813115],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001080159,0.00001974889,0.9698946,0.0001159487,0.0002197617,0.00008799095,0.0001694993,0.01054992,0.00929301,0.0001377665,0.0007865572,0.008617129],"study_design_scores_gemma":[0.000003978983,0.000007198428,0.9863387,0.00001363402,0.00004146488,0.00002218101,0.0001467914,0.009259799,0.002218822,0.00004034648,0.001897289,0.000009953507],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9901572,0.0001289277,0.000535899,0.00001003785,0.000002109802,0.000005076931,0.008643378,0.00004232683,0.0004749353],"genre_scores_gemma":[0.9773189,0.0001087578,0.001157082,0.000009178271,0.000001701153,0.000009225976,0.02115157,0.00001256825,0.0002309212],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.476368,"threshold_uncertainty_score":0.9471905,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01055204265597108,"score_gpt":0.2329511143179046,"score_spread":0.2223990716619335,"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."}}