article id 290,
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                            Countries need to assess changes in the carbon stocks of forest soils as  a part of national greenhouse gas (GHG) inventories under the United  Nations Framework Convention on Climate Change (UNFCCC) and the Kyoto  Protocol (KP). Since measuring these changes is expensive, it is likely  that many countries will use alternative methods to prepare these  estimates. We reviewed seven well-known soil carbon models from the  point of view of preparing country-scale soil C change estimates. We  first introduced the models and explained how they incorporated the most  important input variables. Second, we evaluated their applicability at  regional scale considering commonly available data sources. Third, we  compiled references to data that exist for evaluation of model  performance in forest soils. A range of process-based soil carbon models  differing in input data requirements exist, allowing some flexibility  to forest soil C accounting. Simple models may be the only reasonable  option to estimate soil C changes if available resources are limited.  More complex models may be used as integral parts of sophisticated  inventories assimilating several data sources. Currently, measurement  data for model evaluation are common for agricultural soils, but less  data have been collected in forest soils. Definitions of model and  measured soil pools often differ, ancillary model inputs require scaling  of data, and soil C measurements are uncertain. These issues complicate  the preparation of model estimates and their evaluation with empirical  data, at large scale. Assessment of uncertainties that accounts for the  effect of model choice is important part of inventories estimating  large-scale soil C changes. Joint development of models and large-scale  soil measurement campaigns could reduce the inconsistencies between  models and empirical data, and eventually also the uncertainties of  model predictions.
                        
                
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                            Peltoniemi,
                            Finnish Forest Research Institute, Vantaa Research Unit, P.O. Box 18, FI-01301 Vantaa, Finland
                                                        E-mail:
                                                            mikko.peltoniemi@metla.fi
                                                                                          
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                            Thürig,
                            Swiss Federal Institute for Forest, Snow and Landscape Research (WSL), Birmensdorf, Switzerland; European Forest Institute, Joensuu, Finland
                                                        E-mail:
                                                            et@nn.ch
                                                                                
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                            Ogle,
                            Natural Resources Ecology Laboratory, Colorado State University, Fort Collins, USA
                                                        E-mail:
                                                            so@nn.us
                                                                                
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                            Palosuo,
                            European Forest Institute, Joensuu, Finland
                                                        E-mail:
                                                            tp@nn.fi
                                                                                
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                            Schrumpf,
                            Max-Planck-Institute for Biogeochemistry, Jena, Germany
                                                        E-mail:
                                                            ms@nn.de
                                                                                
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                            Wutzler,
                            Max-Planck-Institute for Biogeochemistry, Jena, Germany
                                                        E-mail:
                                                            tw@nn.de
                                                                                
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                            Butterbach-Bahl,
                            Institute for Meteorology and Climate Research, Forschungszentrum Karlsruhe GmbH, Garmisch-Partenkirchen, Germany
                                                        E-mail:
                                                            kbb@nn.de
                                                                                
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                            Chertov,
                            St. Petersburg State University, St. Petersburg-Peterhof, Russia
                                                        E-mail:
                                                            oc@nn.ru
                                                                                
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                            Komarov,
                            Institute of Physicochemical and Biological Problems in Soil Science of Russian Academy of Sciences, Pushchino, Russia
                                                        E-mail:
                                                            ak@nn.ru
                                                                                
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                            Mikhailov,
                            Institute of Physicochemical and Biological Problems in Soil Science of Russian Academy of Sciences, Pushchino, Russia
                                                        E-mail:
                                                            am@nn.ru
                                                                                
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                            Gärdenäs,
                            Dept. of Soil Sciences, Swedish University of Agricultural Sciences, Uppsala, Sweden
                                                        E-mail:
                                                            ag@nn.se
                                                                                
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                            Perry,
                            USDA Forest Service, Northern Research Station, St. Paul, MN USA
                                                        E-mail:
                                                            cp@nn.us
                                                                                
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                            Liski,
                            Finnish Environment Institute, Helsinki, Finland
                                                        E-mail:
                                                            jl@nn.fi
                                                                                
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                            Smith,
                            School of Biological Sciences, University of Aberdeen, Aberdeen, UK
                                                        E-mail:
                                                            ps@nn.uk
                                                                                
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                            Mäkipää,
                            Finnish Forest Research Institute, Vantaa Research Unit, P.O. Box 18, FI-01301 Vantaa, Finland
                                                        E-mail:
                                                            raisa.makipaa@metla.fi