{"id":"W186366751","doi":"","title":"The impact of vegetation on dissolved organic carbon quality and quantity in peatlands","year":2010,"lang":"en","type":"article","venue":"EGUGA","topic":"Peatlands and Wetlands Ecology","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Peat; Biogeochemistry; Vegetation (pathology); Geography; Human geography; Vegetation cover; Archaeology; Engineering; Oceanography; Land use; Civil engineering; Geology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004019491,0.00006244817,0.0001004441,0.00001462133,0.00005292663,0.00001039511,0.00008488335,0.00005025148,0.00008215557],"category_scores_gemma":[0.00009251697,0.00003661359,0.00002550465,0.00008601564,0.000106209,0.00003433198,0.00004256061,0.000127562,0.000005488934],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003086959,"about_ca_system_score_gemma":0.000007671894,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002409081,"about_ca_topic_score_gemma":0.01958385,"domain_scores_codex":[0.9994684,0.00005252999,0.0001368117,0.0001234619,0.00008614302,0.0001326046],"domain_scores_gemma":[0.9996227,0.0001239604,0.00005990937,0.0001533347,0.000003197257,0.00003687689],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002697648,0.00003600882,0.951701,0.000001490577,0.000002939815,6.952668e-7,0.0001573114,0.00001888091,0.04740299,0.0001022946,0.00002703987,0.0005223191],"study_design_scores_gemma":[0.0002985589,0.0001251357,0.997906,0.000002112319,0.000001960904,0.000001295481,0.00001216292,0.0003247948,0.0006631239,0.0005805158,0.00003469148,0.00004959268],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955518,0.000009468863,0.000001361453,0.0001314582,0.00006422989,0.00006786891,0.000001281914,0.000005848835,0.004166685],"genre_scores_gemma":[0.9998835,0.00001701967,0.000009635857,0.00001170487,0.00001725988,0.00000313082,0.00000493857,0.00000353298,0.00004921809],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04673987,"threshold_uncertainty_score":0.9983062,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01302630383963156,"score_gpt":0.2889528217114516,"score_spread":0.27592651787182,"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."}}