{"id":"W6892138385","doi":"10.5167/uzh-77911","title":"Change in winter climate will affect dissolved organic carbon and water fluxes in mid-to-high latitude catchments","year":2013,"lang":"en","type":"article","venue":"Zurich Open Repository and Archive (University of Zurich)","topic":"Hydrology and Watershed Management Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Latitude; Seasonality; Dissolved organic carbon; Spring (device); Climate change; Carbon flux; Water quality; Global warming; Discharge; Mediterranean climate","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":[0.0002561792,0.0001332146,0.0002332356,0.0001000899,0.0001898866,0.00002491063,0.0002662188,0.00004054114,0.0001475846],"category_scores_gemma":[0.0000035863,0.0001169618,0.00001806788,0.0001077109,0.0001966061,0.0004959292,0.001771025,0.00009564375,0.00003036706],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003744693,"about_ca_system_score_gemma":0.00000150732,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01027172,"about_ca_topic_score_gemma":0.003422612,"domain_scores_codex":[0.9989498,0.0002129816,0.0001096205,0.0003573406,0.00008836894,0.0002818533],"domain_scores_gemma":[0.9996732,0.00005713517,0.00004413966,0.0001435591,0.00000369092,0.00007827674],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008761502,0.0001069567,0.9633613,0.00003196474,0.00003306323,0.00007020379,0.01237056,0.00005379937,0.02346219,0.00001257372,0.0001983928,0.0002114387],"study_design_scores_gemma":[0.0007008095,0.0001506191,0.9964947,0.00004582517,0.0000239691,0.000002821982,0.0006461678,0.0002171668,0.001012362,0.0003196981,0.0002233621,0.0001625394],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957346,0.00001793079,0.00002406459,0.000743926,0.00004738396,0.0006435476,0.000002879607,0.000009143553,0.002776551],"genre_scores_gemma":[0.9987392,0.00008447587,0.0005416151,0.0001189064,0.000008025634,0.0000058794,0.000006072157,0.000006595754,0.0004892524],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03313342,"threshold_uncertainty_score":0.996319,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00713952179586193,"score_gpt":0.1940135291084677,"score_spread":0.1868740073126057,"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."}}