{"type": "FeatureCollection", "features": [{"id": "10.1016/j.jenvman.2014.05.032", "type": "Feature", "geometry": null, "properties": {"updated": "2026-07-27T16:16:56Z", "type": "Journal Article", "created": "2014-06-18", "title": "Five Crop Seasons' Records Of Greenhouse Gas Fluxes From Upland Fields With Repetitive Applications Of Biochar And Cattle Manure", "description": "The application of char to agricultural land is recognized as a potential way to sequester atmospheric carbon (C) assimilated by plants in soil, thus decelerating global warming. Such a process would also be expected to improve plant growth and the physical and chemical properties of soil. However, field investigations of the effects of continuous char application have not been reported. In the present study, the effects of repetitive bamboo char application on CO2, CH4, and N2O flux from soil, soil C content, and crop yield were investigated at two upland fields over five crop seasons. Three treatments: chemical fertilizer (CF) applied plots (Control plot); cattle manure (CM) (10\u00a0t\u00a0ha(-1)) and CF applied plot (CM plot); and bamboo char (20\u00a0t\u00a0ha(-1)), cattle manure (10\u00a0t\u00a0ha(-1)), and CF applied plot (Char/CM plot), were arranged in each field. After three crop seasons, the fourth treatment with char was applied without CF (Char plot) was given to one of the fields. CM and/or char were applied every crop season. Gas fluxes were measured using the static chamber method. Seasonal variations in CO2 flux and total CO2 emissions were consistently similar between the CM and Char/CM plots and between the Char and Control plots. As such, the decomposition rate of bamboo char was quite small, and the positive or negative effect of char on CM decomposition was not significant in the fields. Soil C analysis provided confirmation of this. CM application enhanced N2O emission mainly in the summer crop season. The differences in total N2O emission between the Char/CM and CM plots as well as between the Char and Control plots were insignificant in most cases. Total CH4 flux was negligibly small in all cases. Although the yield of winter crop (broccoli) in the Char/CM plots was twice observed to be higher than that in the Control and CM plots at one of the fields, in general, the char application had no effect on overall crop yield. Thus, the repeated application of bamboo char had no significant influence on greenhouse gas emissions and crop yields, but a high C accumulating function was found.", "keywords": ["Crops", " Agricultural", "Greenhouse Effect", "2. Zero hunger", "Air Pollutants", "Nitrous Oxide", "Agriculture", "04 agricultural and veterinary sciences", "Carbon Dioxide", "15. Life on land", "01 natural sciences", "12. Responsible consumption", "Manure", "Random Allocation", "Soil", "Japan", "13. Climate action", "Charcoal", "Animals", "0401 agriculture", " forestry", " and fisheries", "Cattle", "Gases", "Seasons", "Fertilizers", "Methane", "0105 earth and related environmental sciences"], "contacts": [{"organization": "Naoya Kanazaki, Akira Watanabe, Akira Shibata, Shuhei Makabe, Kosuke Ikeya, Yuki Sugiura,", "roles": ["creator"]}]}, "links": [{"href": "https://doi.org/10.1016/j.jenvman.2014.05.032"}, {"rel": "related", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main/items/Journal%20of%20Environmental%20Management", "name": "related record", "description": "related record", "type": "application/json"}, {"rel": "self", "type": "application/geo+json", "title": "10.1016/j.jenvman.2014.05.032", "name": "item", "description": "10.1016/j.jenvman.2014.05.032", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main/items/10.1016/j.jenvman.2014.05.032"}, {"rel": "collection", "type": "application/json", "title": "Collection", "name": "collection", "description": "Collection", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main"}], "time": {"date": "2014-11-01T00:00:00Z"}}, {"id": "10.1093/pcp/pcae113", "type": "Feature", "geometry": null, "properties": {"updated": "2026-07-27T16:19:06Z", "type": "Journal Article", "created": "2024-11-06", "title": "Population Genomics Reveals Demographic History and Climate Adaptation in Japanese Arabidopsis halleri", "description": "Abstract                <p>Climate oscillations in the Quaternary forced species to major latitudinal or altitudinal range shifts. It has been suggested that adaptation concomitant with range shifts plays key roles in species responses during climate oscillations, but the role of selection for local adaptation to climatic changes remains largely unexplored. Here, we investigated population structure, demographic history and signatures of climate-driven selection based on genome-wide polymorphism data of 141 Japanese Arabidopsis halleri individuals, with European ones as outgroups. Coalescent-based analyses suggested a genetic differentiation between Japanese subpopulations since the Last Glacial Period (LGP), which would have contributed to shaping the current pattern of population structure. Population demographic analysis revealed the population size fluctuations in the LGP, which were particularly prominent since the subpopulations started to diverge (\uffe2\uff88\uffbc50, 000 years ago). The ecological niche modeling predicted the geographic or distribution range shifts from southern coastal regions to northern coastal and mountainous areas, possibly in association with the population size fluctuations. Through genome-wide association analyses of bioclimatic variables and selection scans, we investigated whether climate-associated loci are enriched in the extreme tails of selection scans, and demonstrated the prevailing signatures of selection, particularly toward a warmer climate in southern subpopulations and a drier environment in northern subpopulations, which may have taken place during or after the LGP. Our study highlights the importance of integrating climate associations, selection scans and population demographic analyses for identifying genomic signatures of population-specific adaptation, which would also help us predict the evolutionary responses to future climate changes.</p", "keywords": ["[SDV] Life Sciences [q-bio]", "Genetics", " Population", "Special Issue - Regular Paper", "Japan", "Climate", "Climate Change", "Acclimatization", "Arabidopsis", "Selection", " Genetic", "Adaptation", " Physiological", "Genome", " Plant", "Genome-Wide Association Study"]}, "links": [{"href": "https://academic.oup.com/pcp/advance-article-pdf/doi/10.1093/pcp/pcae113/60430271/pcae113.pdf"}, {"href": "https://doi.org/10.1093/pcp/pcae113"}, {"rel": "related", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main/items/Plant%20And%20Cell%20Physiology", "name": "related record", "description": "related record", "type": "application/json"}, {"rel": "self", "type": "application/geo+json", "title": "10.1093/pcp/pcae113", "name": "item", "description": "10.1093/pcp/pcae113", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main/items/10.1093/pcp/pcae113"}, {"rel": "collection", "type": "application/json", "title": "Collection", "name": "collection", "description": "Collection", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main"}], "time": {"date": "2024-09-30T00:00:00Z"}}, {"id": "10.1111/gcb.12189", "type": "Feature", "geometry": null, "properties": {"updated": "2026-07-27T16:19:24Z", "type": "Journal Article", "created": "2013-03-05", "title": "Soil Carbon Stocks And Carbon Sequestration Rates In Seminatural Grassland In Aso Region, Kumamoto, Southern Japan", "description": "Abstract<p>Global soil carbon (C) stocks account for approximately three times that found in the atmosphere. In the Aso mountain region of Southern Japan, seminatural grasslands have been maintained by annual harvests and/or burning for more than 1000\uffc2\uffa0years. Quantification of soil C stocks and C sequestration rates in Aso mountain ecosystem is needed to make well\uffe2\uff80\uff90informed, land\uffe2\uff80\uff90use decisions to maximize C sinks while minimizing C emissions. Soil cores were collected from six sites within 200\uffc2\uffa0km2 (767\uffe2\uff80\uff93937\uffc2\uffa0m asl.) from the surface down to the k\uffe2\uff80\uff90Ah layer established 7300\uffc2\uffa0years ago by a volcanic eruption. The biological sources of the C stored in the Aso mountain ecosystem were investigated by combining C content at a number of sampling depths with age (using 14C dating) and \uffce\uffb413C isotopic fractionation. Quantification of plant phytoliths at several depths was used to make basic reconstructions of past vegetation and was linked with C\uffe2\uff80\uff90sequestration rates. The mean total C stock of all six sites was 232\uffc2\uffa0Mg C\uffc2\uffa0ha\uffe2\uff88\uff921 (28\uffe2\uff80\uff93417\uffc2\uffa0Mg C\uffc2\uffa0ha\uffe2\uff88\uff921), which equates to a soil C sequestration rate of 32\uffc2\uffa0kg C\uffc2\uffa0ha\uffe2\uff88\uff921\uffc2\uffa0yr\uffe2\uff88\uff921 over 7300\uffc2\uffa0years. Mean soil C sequestration rates over 34, 50 and 100\uffc2\uffa0years were estimated by an equation regressing soil C sequestration rate against soil C accumulation interval, which was modeled to be 618, 483 and 332\uffc2\uffa0kg C ha\uffe2\uff88\uff921\uffc2\uffa0yr\uffe2\uff88\uff921, respectively. Such data allows for a deeper understanding in how much C could be sequestered in Miscanthus grasslands at different time scales. In Aso, tribe Andropogoneae (especially Miscanthus and Schizoachyrium genera) and tribe Paniceae contributed between 64% and 100% of soil C based on \uffce\uffb413C abundance. We conclude that the seminatural, C4\uffe2\uff80\uff90dominated grassland system serves as an important C sink, and worthy of future conservation.</p>", "keywords": ["470", "2. Zero hunger", "plant phytolith", "04 agricultural and veterinary sciences", "15. Life on land", "Poaceae", "Miscanthus sinensis", "soil 14C dating", "Carbon", "6. Clean water", "Soil", "soil carbon sequestration", "Japan", "13. Climate action", "\u03b413C", "0401 agriculture", " forestry", " and fisheries", "C4 plant"]}, "links": [{"href": "https://doi.org/10.1111/gcb.12189"}, {"rel": "related", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main/items/Global%20Change%20Biology", "name": "related record", "description": "related record", "type": "application/json"}, {"rel": "self", "type": "application/geo+json", "title": "10.1111/gcb.12189", "name": "item", "description": "10.1111/gcb.12189", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main/items/10.1111/gcb.12189"}, {"rel": "collection", "type": "application/json", "title": "Collection", "name": "collection", "description": "Collection", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main"}], "time": {"date": "2013-04-03T00:00:00Z"}}, {"id": "10.1111/plb.12400", "type": "Feature", "geometry": null, "properties": {"updated": "2026-07-27T16:19:50Z", "type": "Journal Article", "created": "2015-09-25", "title": "Light Compensation Points In Shade-Grown Seedlings Of Deciduous Broadleaf Tree Species With Different Successional Traits Raised Under Elevated Co2", "description": "Abstract<p>We measured leaf photosynthetic traits in shade\uffe2\uff80\uff90grown seedlings of four tree species native to northern Japan, raised under an elevated CO2 condition, to investigate the effects of elevated CO2 on shade tolerance of deciduous broadleaf tree species with different successional traits. We considered Betula platyphylla var. japonica and Betula maximowicziana as pioneer species, Quercus mongolica var. crispula as a mid\uffe2\uff80\uff90successional species, and Acer mono as a climax species. The plants were grown under shade conditions (10% of full sunlight) in a CO2\uffe2\uff80\uff90regulated phytotron. Light compensation points (LCPs) decreased in all tree species when grown under elevated CO2 (720\uffc2\uffa0\uffce\uffbcmol\uffc2\uffb7mol\uffe2\uff88\uff921), which were accompanied by higher apparent quantum yields but no photosynthetic down\uffe2\uff80\uff90regulation. LCPs in Q.\uffc2\uffa0mongolica and A.\uffc2\uffa0mono grown under elevated CO2 were lower than those in the two pioneer birch species. The LCP in Q.\uffc2\uffa0mongolica seedlings was not different from that of A.\uffc2\uffa0mono in each CO2 treatment. However, lower dark respiration rates were observed in A.\uffc2\uffa0mono than in Q.\uffc2\uffa0mongolica, suggesting higher shade tolerance in A.\uffc2\uffa0mono as a climax species in relation to carbon loss at night. Thus, elevated CO2 may have enhanced shade tolerance by lowering LCPs in all species, but the ranking of shade tolerance related to successional traits did not change among species under elevated CO2, i.e. the highest shade tolerance was observed in the climax species (A.\uffc2\uffa0mono), followed by a gap\uffe2\uff80\uff90dependent species (Q.\uffc2\uffa0mongolica), while lower shade tolerance was observed in the pioneer species (B.\uffc2\uffa0platyphylla and B.\uffc2\uffa0maximowicziana).</p>", "keywords": ["0106 biological sciences", "CO2 enrichment", "photosynthesis", "Acclimatization", "Acer", "Carbon Dioxide", "15. Life on land", "650", "01 natural sciences", "Carbon", "Apparent quantum yield", "Trees", "shade tolerance", "Plant Leaves", "Quercus", "Phenotype", "Japan", "Seedlings", "Sunlight", "Photosynthesis", "dark respiration", "Betula"]}, "links": [{"href": "https://doi.org/10.1111/plb.12400"}, {"rel": "related", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main/items/Plant%20Biology", "name": "related record", "description": "related record", "type": "application/json"}, {"rel": "self", "type": "application/geo+json", "title": "10.1111/plb.12400", "name": "item", "description": "10.1111/plb.12400", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main/items/10.1111/plb.12400"}, {"rel": "collection", "type": "application/json", "title": "Collection", "name": "collection", "description": "Collection", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main"}], "time": {"date": "2015-10-11T00:00:00Z"}}, {"id": "10.1266/ggs.88.93", "type": "Feature", "geometry": null, "properties": {"updated": "2026-07-27T16:20:06Z", "type": "Journal Article", "created": "2015-03-03", "title": "Soil Bacterial Community Structure In Five Tropical Forests In Malaysia And One Temperate Forest In Japan Revealed By Pyrosequencing Analyses Of 16s Rrna Gene Sequence Variation", "description": "Bacterial community structure was investigated in five tropical rainforests in Sarawak, Malaysia and one temperate forest in Kyoto, Japan. A hierarchical sampling approach was employed, in which soil samples were collected from five sampling-sites within each forest. Pyrosequencing was performed to analyze a total of 493,790 16S rRNA amplicons. Despite differences in aboveground conditions, the composition of bacterial groups was similar across all sampling-sites and forests, with Acidobacteria, Proteobacteria, Verrucomicrobia, Planctomycetes and Bacteroidetes accounting for 90% of all Phyla detected. At higher taxonomic levels, the same taxa were predominant, although there was significant heterogeneity in relative abundance of specific taxa across sampling-sites within one forest or across different forests. In all forests, the level of bacterial diversity, estimated using the Chao1 index, was on the order of 1,000, suggesting that tropical rainforests did not necessarily have a large soil bacterial diversity. The average number of reads per species (OTUs) per sampling-site was 8.0, and more than 40-50% of species were singletons, indicating that most bacterial species occurred infrequently and that few bacterial species achieved high predominance. Approximately 30% of species were specific to one sampling-site within a forest, and 40-60% of species were uniquely detected in one of the six forests studied here. Only 0.2% of species were detected in all forests, while on average 32.1% of species were detected in all sampling-sites within a forest. The results suggested that bacterial communities adapted to specific micro- and macro-environments, but macro-environmental diversity made a larger contribution to total bacterial diversity in forest soil.", "keywords": ["DNA", " Bacterial", "0301 basic medicine", "0303 health sciences", "Bacteria", "Malaysia", "Genetic Variation", "Biodiversity", "Sequence Analysis", " DNA", "15. Life on land", "Polymerase Chain Reaction", "Trees", "03 medical and health sciences", "Japan", "RNA", " Ribosomal", " 16S", "Phylogeny", "Soil Microbiology"]}, "links": [{"href": "https://doi.org/10.1266/ggs.88.93"}, {"rel": "related", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main/items/Genes%20%26amp%3B%20Genetic%20Systems", "name": "related record", "description": "related record", "type": "application/json"}, {"rel": "self", "type": "application/geo+json", "title": "10.1266/ggs.88.93", "name": "item", "description": "10.1266/ggs.88.93", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main/items/10.1266/ggs.88.93"}, {"rel": "collection", "type": "application/json", "title": "Collection", "name": "collection", "description": "Collection", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main"}], "time": {"date": "2013-01-01T00:00:00Z"}}, {"id": "10.5061/dryad.crjdfn327", "type": "Feature", "geometry": null, "properties": {"license": "unspecified", "updated": "2026-07-27T16:22:28Z", "type": "Dataset", "title": "Effect of soil carbon amendments in reversing the legacy effect of plant invasion", "description": "1. Invasive plant species are key drivers of global environmental changes  leading to the disruption of ecosystems they invade. Many invasive species  engage in novel niche construction through plant-soil feedbacks  facilitated by the input of secondary compounds, which help their further  spread and survival. These compounds can persist in soil even after the  removal of the invader thus creating a legacy effect that inhibits the  return of native flora and fauna. Thus, formulating active intervention  strategies that can reverse niche construction is critical for the  restoration of these invaded ecosystems. 2. We hypothesized that the  management practices that can reverse the soil carbon and nutrient cycling  in invaded ecosystems can facilitate the rapid restoration of the invaded  sites. We predicted that adding soil C amendments such as activated carbon  and biochar can alter the microbial functional activity and nutrient  cycling leading to the restoration of invaded habitats. We tested this  hypothesis in an old-field in Massachusetts that has been invaded by  Japanese knotweed (Polygonum cuspidatum) for &gt;20 years. 3. After  two years of treatment application, the activated carbon and biochar  amended plots had 80% more biomass of the prairie species than the control  plots. The C amendments also altered soil nutrient cycling and fungal  biomass and enzyme activity compared to the control plots. The nitrate  content of C amended plots was 5 times higher than the non-amended control  plots indicating an increased nitrogen mineralization in C amended plots  potentially due to the sorption of phenolic compounds by activated carbon  and biochar that makes them unavailable. This was further supported by the  increased phenol oxidase activity which might have been less inhibited by  tannins and led to increased organic matter decomposition. 4. Synthesis  and conclusions: Our results thus reveal the potential of soil C  amendments in reversing niche construction and legacy effects of  polyphenol-rich invasive species and indicate that biochar could be a more  economically feasible alternative to activated carbon in restoring invaded  ecosystems. Our results also emphasize that understanding the mechanism  through which invasive species engage in niche construction is vital in  formulating suitable knowledge-based restoration practices for invaded  ecosystems.", "keywords": ["2. Zero hunger", "13. Climate action", "Activated carbon", "Japanese knotweed", "biochar", "phenolic compounds", "Legacy effect", "15. Life on land"], "contacts": [{"organization": "Suseela, Vidya, Zhang, Ziliang, Bhowmik, Prasanta,", "roles": ["creator"]}]}, "links": [{"href": "https://doi.org/10.5061/dryad.crjdfn327"}, {"rel": "self", "type": "application/geo+json", "title": "10.5061/dryad.crjdfn327", "name": "item", "description": "10.5061/dryad.crjdfn327", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main/items/10.5061/dryad.crjdfn327"}, {"rel": "collection", "type": "application/json", "title": "Collection", "name": "collection", "description": "Collection", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main"}], "time": {"date": "2020-08-20T00:00:00Z"}}, {"id": "10.5061/dryad.c85gk", "type": "Feature", "geometry": null, "properties": {"updated": "2026-07-27T16:22:28Z", "type": "Dataset", "title": "Data from: Plant-soil interactions shape the identity and persistence of soil organic carbon in invaded ecosystems: implication for legacy effects", "description": "unspecified1. Introduced, invasive plants can alter local soil chemistry and  microbial communities, but the underlying mechanisms and extent of these  changes are largely unknown. Based on characteristics associated with  invasiveness in plants, it was hypothesized that introduced species that  produce large amounts of litter with distinctive secondary compounds can  a) alter the chemistry of both extractable and bulk carbon in the soil, b)  shift microbial communities towards microbes better able to metabolize the  compounds in the litter, and c) cause soil carbon chemistry and microbial  communities to shift to relatively uniform, novel states at multiple  sites. 2. Composition of phenolics in senescent tissues (leaves and roots)  of Polygonum cuspidatum was compared to the composition of extractable  phenolics and non-extractable bulk organic carbon in soils under and  adjacent to large, long-established stands of P. cuspidatum at four sites  in the eastern U.S. Rates of degradation of phenolics, activities of  enzymes associated with the breakdown of phenolics, and shifts in  microbial community composition were also measured at the sites. 3. Soils  under P. cuspidatum stands contained twice as much phenolics as adjacent  soils, but the composition of phenolics differed greatly between soils  under stands and senescent tissues of P. cuspidatum. Flavonoids and  proanthocyanidins constituted &gt;90% of the identified phenolics in  P. cuspidatum tissues, whereas monophenolic compounds accounted for  &gt; 90% of the phenolics in soils under stands. Soils under and  adjacent to stands also exhibited distinctive compositions of relatively  persistent bulk organic carbon; composition differed less between soils  under stands at different sites than between soils under and adjacent to  stands at the same site. 4. Soils under P. cuspidatum had 2.8 times  greater abundance of fungi than soils adjacent to stands, and fungal  markers showed clear separation of soils under and adjacent to P.  cuspidatum. However, the potential activity of enzymes that degrade  polyphenols was lower in soils under stands. Exogenously applied  chemically complex polyphenols persisted in both P. cuspidatum invaded and  adjacent non-invaded soils, whereas less complex compounds rapidly  disappeared from both soils. 5. Synthesis. Results suggest that  interactions between plant inputs, abiotic reactions, and biotic  transformations may create and maintain new states in invaded soils that  are chemically and biologically less diverse. In the case of polyphenol  rich, fast growing invasive species, these interactions may alter the  composition of bulk soil organic matter that has slower turnover rates,  resulting in legacy effects. Restoration could thus require, not just  removal of the species, but also post-removal interventions such as soil  amendments.", "keywords": ["Flavonoids", "Peroxidases", "Mass spectrometry", "tannins", "Fallopia japonica", "Japanese knotweed", "Reynoutria japonica", "Polyphenols", "home-field advantage", "Legacy effect", "15. Life on land", "soil enzymes"], "contacts": [{"organization": "Suseela, Vidya, Alpert, Peter, Nakatsu, Cindy H., Armstrong, Arthur, Tharayil, Nishanth,", "roles": ["creator"]}]}, "links": [{"href": "https://doi.org/10.5061/dryad.c85gk"}, {"rel": "self", "type": "application/geo+json", "title": "10.5061/dryad.c85gk", "name": "item", "description": "10.5061/dryad.c85gk", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main/items/10.5061/dryad.c85gk"}, {"rel": "collection", "type": "application/json", "title": "Collection", "name": "collection", "description": "Collection", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main"}], "time": {"date": "2016-09-24T00:00:00Z"}}, {"id": "10.5281/zenodo.10836974", "type": "Feature", "geometry": null, "properties": {"updated": "2026-07-27T16:23:02Z", "type": "Dataset", "title": "Organic Matter, Geochemical, Visible Spectrocolorimetric Properties, Radiocesium Properties, and Grain Size of Potential Source Material, Target Sediment Core Layers and Laboratory Mixtures for Conducting Sediment Fingerprinting Approaches in the Mano Dam Reservoir (Hayama Lake) Catchment, Fukushima Prefecture, Japan", "description": "The current dataset was compiled to study sediment fingerprintings practices, i.e tracer selection and contribution modelling. Organic matter, elemental geochemistry, visible difuse spectrocolorimetric properties, radiocesium properties, and grain size were analysed were analysed in potential source material that may supply sediment to coastal rivers, here the upper part of the Mano river, draining the main Fukushima radioactive pollution plume (Japan). Four potential soil source materials (n = 68) were considered: undecontaminated cropland (n = 24), as non-decontaminated soil before the application of local decontamination policies, remediated cropland (n = 10), as decontaminated soil after the application of local decontamination policies, forest soils (n = 24) and subsurface material originating from channel bank collapse or landslides (n = 10; referred to as subsoil). A sediment core was collected in the Mano Dam lake (Hayama lake) on the 6th June 2021 and was sectionned into 1-cm layers (n = 38). Laboratory mixtures (n = 27) were made to assess different contribution levels from the sources.  The current dataset comprises four .csv files including data and metadata information and their respective descriptions of variables. The data set is composed of soil samples, sediment core layer and laboratory mixtures. Laboratory mixtures were prepared to provide a dataset to calibrate/validate un-mixing models implemented to address this research question and analysed in the same conditions and using the same equipment as the source/target material.  Recommended encoding format: latin1", "keywords": ["Sediment Tracing", "Fukushima Daiichi Nuclear Power Plan", "15. Life on land", "Sediment Source Fingerprinting", "Sediment transport", "7. Clean energy", "6. Clean water", "FDNPP", "Source-to-Sink", "Japan", "13. Climate action", "11. Sustainability", "Soil erosion", "Sediment", "Soil Erosion"], "contacts": [{"organization": "Chalaux-Clergue, Thomas, Evrard, Olivier, Durand, Roxanne, Caumon, Alison, Hayashi, Seiji, Tsuji, Hideki, Huon, Sylvain, Vaury, V\u00e9ronique, Wakiyama, Yoshifumi, Nakao, Atsushi, Laceby, J. Patrick, Onda, Yuichi,", "roles": ["creator"]}]}, "links": [{"href": "https://doi.org/10.5281/zenodo.10836974"}, {"rel": "self", "type": "application/geo+json", "title": "10.5281/zenodo.10836974", "name": "item", "description": "10.5281/zenodo.10836974", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main/items/10.5281/zenodo.10836974"}, {"rel": "collection", "type": "application/json", "title": "Collection", "name": "collection", "description": "Collection", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main"}], "time": {"date": "2024-03-19T00:00:00Z"}}, {"id": "10593/14766", "type": "Feature", "geometry": null, "properties": {"license": "Open Access", "updated": "2026-07-27T16:26:05Z", "type": "Report", "title": "Spo\u0142eczno-kulturowe konstrukcje pi\u0142ki no\u017cnej: m\u0119sko\u015b\u0107, kolektywna to\u017csamo\u015b\u0107 i japonizacja", "description": "The purpose of this article is to present three selected contemporary socio-cultural constructs of football. Due to its immense popularity and media exposure, this sport is an area of expressing and crystallizing many social trends and concerns as well as the diversity of cultural (re-)adaptation. There is no doubt that football is a sport associated with the \u201cmale culture\u201d. However, in the context of globalization, adapting football for the local requirements of the Japanese consumer market so unexpectedly has brought its feminization. One can even observe an inversion of traditional gender roles in this field: the female audience evaluates and admires the football players\u2019 male bodies. 37 313 326 10.14746/se.2015.37.18 Studia Edukacyjne", "keywords": ["football", "social stratification", "5. Gender equality", "collective identity", "Japanization", "masculinity", "10. No inequality", "feminization"], "contacts": [{"organization": "Melosik, Zbyszko", "roles": ["creator"]}]}, "links": [{"href": "https://doi.org/10593/14766"}, {"rel": "self", "type": "application/geo+json", "title": "10593/14766", "name": "item", "description": "10593/14766", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main/items/10593/14766"}, {"rel": "collection", "type": "application/json", "title": "Collection", "name": "collection", "description": "Collection", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main"}], "time": {"date": "2015-01-01T00:00:00Z"}}, {"id": "2247276", "type": "Feature", "geometry": null, "properties": {"license": "unspecified", "updated": "2026-07-27T16:27:01Z", "type": "Journal Article", "created": "2006-10-20", "title": "Theory Z", "keywords": ["03 medical and health sciences", "0302 clinical medicine", "Japan", "Nursing Service", " Hospital", "0305 other medical science", "Personnel Management", "United States"], "contacts": [{"organization": "J J, Viau", "roles": ["creator"]}]}, "links": [{"href": "https://doi.org/2247276"}, {"rel": "related", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main/items/Nursing%20Management%20%28Springhouse%29", "name": "related record", "description": "related record", "type": "application/json"}, {"rel": "self", "type": "application/geo+json", "title": "2247276", "name": "item", "description": "2247276", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main/items/2247276"}, {"rel": "collection", "type": "application/json", "title": "Collection", "name": "collection", "description": "Collection", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main"}], "time": {"date": "1990-12-01T00:00:00Z"}}, {"id": "31564113", "type": "Feature", "geometry": null, "properties": {"license": "Open Access", "updated": "2026-07-27T16:27:39Z", "type": "Journal Article", "created": "2019-09-30", "title": "Attitudes and Other Factors Influencing End-of-Life Discussion by Physicians, Nurses, and Care Staff: A Nationwide Survey in Japan", "description": "Context:<p> Better understanding about the attitudes of health-care providers toward end-of-life discussion would facilitate the development of systematic strategies for improving end-of-life care. </p>Objective:<p> To clarify attitudes toward end-of-life discussion with patients near death and explore the factors influencing these attitudes among physicians, nurses, and care staff. </p>Methods:<p> This study was part of a nationwide cross-sectional anonymous survey of the public attitudes toward end-of-life medical care performed in December 2017. The participants were physicians, nurses, and care staff from randomly selected facilities, including hospitals, clinics, home-visit nursing offices, nursing homes, and long-term care facilities throughout Japan. The questionnaire was sent to 4500 physicians, 6000 nurses, and 2000 care staff. We assessed attitudes about end-of-life discussion with patients near death, identification of the proxy decision maker, and sharing documented information on end-of-life discussion with the multidisciplinary team. </p>Results:<p> We analyzed responses from 1012 physicians, 1824 nurses, and 749 care staff. The number of responders who considered they had adequate end-of-life discussion with patients near death was 281 (27.8%), 324 (17.8%), and 139 (18.6%), respectively. Participation in a nationwide education program and caring for at least 1 dying patient per month were factors that showed a significant association with adequate end-of-life discussion and identification of the proxy decision maker. </p>Conclusions:<p> The percentages of physicians, nurses, and care staff involved in adequate end-of-life discussion with patients near death were not high. Participation in a structured education program might have a positive influence on end-of-life discussion with patients. </p", "keywords": ["Male", "Terminal Care", "Attitude of Health Personnel", "Health Personnel", "4. Education", "Nurses", "16. Peace & justice", "Proxy", "3. Good health", "03 medical and health sciences", "Cross-Sectional Studies", "0302 clinical medicine", "Japan", "Physicians", "Humans", "Female", "Health Facilities", "Advance Directives"]}, "links": [{"href": "https://doi.org/31564113"}, {"rel": "related", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main/items/American%20Journal%20of%20Hospice%20and%20Palliative%20Medicine%C2%AE", "name": "related record", "description": "related record", "type": "application/json"}, {"rel": "self", "type": "application/geo+json", "title": "31564113", "name": "item", "description": "31564113", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main/items/31564113"}, {"rel": "collection", "type": "application/json", "title": "Collection", "name": "collection", "description": "Collection", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main"}], "time": {"date": "2019-09-29T00:00:00Z"}}, {"id": "PMC12085087", "type": "Feature", "geometry": null, "properties": {"updated": "2026-07-27T16:30:23Z", "type": "Journal Article", "created": "2024-11-06", "title": "Population Genomics Reveals Demographic History and Climate Adaptation in Japanese Arabidopsis halleri", "description": "Abstract                <p>Climate oscillations in the Quaternary forced species to major latitudinal or altitudinal range shifts. It has been suggested that adaptation concomitant with range shifts plays key roles in species responses during climate oscillations, but the role of selection for local adaptation to climatic changes remains largely unexplored. Here, we investigated population structure, demographic history and signatures of climate-driven selection based on genome-wide polymorphism data of 141 Japanese Arabidopsis halleri individuals, with European ones as outgroups. Coalescent-based analyses suggested a genetic differentiation between Japanese subpopulations since the Last Glacial Period (LGP), which would have contributed to shaping the current pattern of population structure. Population demographic analysis revealed the population size fluctuations in the LGP, which were particularly prominent since the subpopulations started to diverge (\uffe2\uff88\uffbc50, 000 years ago). The ecological niche modeling predicted the geographic or distribution range shifts from southern coastal regions to northern coastal and mountainous areas, possibly in association with the population size fluctuations. Through genome-wide association analyses of bioclimatic variables and selection scans, we investigated whether climate-associated loci are enriched in the extreme tails of selection scans, and demonstrated the prevailing signatures of selection, particularly toward a warmer climate in southern subpopulations and a drier environment in northern subpopulations, which may have taken place during or after the LGP. Our study highlights the importance of integrating climate associations, selection scans and population demographic analyses for identifying genomic signatures of population-specific adaptation, which would also help us predict the evolutionary responses to future climate changes.</p", "keywords": ["Demographic history", "Arabidopsis halleri", "Local adaptation", "Climate", "Climate Change", "Acclimatization", "Arabidopsis", "Adaptation", " Physiological", "[SDV.EE.BIO] Life Sciences [q-bio]/Ecology", " environment/Bioclimatology", "Genetics", " Population", "Special Issue - Regular Paper", "Japan", "[SDV.GEN.GPL] Life Sciences [q-bio]/Genetics/Plants genetics", "[SDV.BID.EVO] Life Sciences [q-bio]/Biodiversity/Populations and Evolution [q-bio.PE]", "[SDV.GEN.GPO] Life Sciences [q-bio]/Genetics/Populations and Evolution [q-bio.PE]", "Climate change", "Selection", " Genetic", "Population genomics", "Glacial cycles", "Genome", " Plant", "Genome-Wide Association Study"]}, "links": [{"href": "https://academic.oup.com/pcp/advance-article-pdf/doi/10.1093/pcp/pcae113/60430271/pcae113.pdf"}, {"href": "https://doi.org/PMC12085087"}, {"rel": "related", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main/items/Plant%20And%20Cell%20Physiology", "name": "related record", "description": "related record", "type": "application/json"}, {"rel": "self", "type": "application/geo+json", "title": "PMC12085087", "name": "item", "description": "PMC12085087", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main/items/PMC12085087"}, {"rel": "collection", "type": "application/json", "title": "Collection", "name": "collection", "description": "Collection", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main"}], "time": {"date": "2024-09-30T00:00:00Z"}}, {"id": "3e4c1a11-c344-4cf3-b25b-bdeaae119560", "type": "Feature", "geometry": {"type": "Polygon", "coordinates": [[[-180.0, -90.0], [-180.0, 90.0], [180.0, 90.0], [180.0, -90.0], [-180.0, -90.0]]]}, "properties": {"themes": [{"concepts": [{"id": "environment"}], "scheme": "https://standards.iso.org/iso/19139/resources/gmxCodelists.xml#MD_TopicCategoryCode"}, {"concepts": [{"id": "Environmental monitoring facilities"}], "scheme": "http://inspire.ec.europa.eu/theme"}, {"concepts": [{"id": "Australia"}, {"id": "North America"}, {"id": "Africa"}, {"id": "Asia"}, {"id": "Japan"}, {"id": "Europe"}], "scheme": "http://geonetwork-opensource.org/thesaurus/naturalearth-and-seavox"}, {"concepts": [{"id": "soil moisture"}, {"id": "land"}, {"id": "geophysical environment"}], "scheme": "http://geonetwork-opensource.org/gemet"}, {"concepts": [{"id": "Local"}], "scheme": "http://inspire.ec.europa.eu/metadata-codelist/SpatialScope"}, {"concepts": [], "scheme": "https://rod.eionet.europa.eu/obligations"}, {"concepts": [{"id": "Climate"}], "scheme": "https://www.eea.europa.eu/themes"}, {"concepts": [{"id": "Irregular"}], "scheme": "http://sdi.eea.europa.eu/thesaurus/temporal-resolution"}], "updated": "2026-01-14T08:47:51.947339Z", "type": "Dataset", "created": "2025-11-01", "language": "eng", "title": "Soil Moisture 2013-2024 (raster 1km), Ground-Based Observations for Validation project sites - version 4.1.0, Dec 2025", "description": "Soil moisture corresponds to the volumetric fraction of water contained in the soil, expressed in cubic meters of water per cubic meter of soil (m\u00b3/m\u00b3).\n\nThe GBOV service (Ground-Based Observations for Validation) is a project funded by the European Commission. Its objective is to provide analysis-ready validation data to support the evaluation of Earth Observation products. The core aim of GBOV is to generate upscaled products derived from ground-based measurements.\n\nThis dataset consists of Land Products (LPs) generated using surface soil moisture in-situ measurements collected from stations located in North America, Europe, Australia, Africa and Asia. These ground data are combined with SLSTR Level 2 LST products and SLSTR Level 1 NDVI to build this upscaled Soil Moisture LP. The product resolution is 0.1degx0.1deg.", "formats": [{"name": "GeoTIFF"}, {"name": "WWW:LINK-1.0-http--link"}, {"name": "DOI"}], "keywords": ["Environmental monitoring facilities", "Australia", "North America", "Africa", "Asia", "Japan", "Europe", "soil moisture", "land", "geophysical environment", "Local", "Climate", "Irregular"], "contacts": [{"name": null, "organization": "European Commission", "position": null, "roles": ["owner"], "phones": [{"value": null}], "emails": [{"value": null}], "addresses": [{"deliveryPoint": ["Kongens Nytorv 6"], "city": "Copenhagen", "administrativeArea": "K", "postalCode": "1050", "country": "Denmark"}], "links": [{"href": {"url": "https://commission.europa.eu/", "protocol": "WWW:LINK-1.0-http--link", "protocol_url": "", "name": "Copernicus Land Portal", "name_url": "", "description": null, "description_url": "", "applicationprofile": null, "applicationprofile_url": "", "function": "information"}}]}, {"name": null, "organization": "European Commission's Joint Research Centre", "position": null, "roles": ["publisher"], "phones": [{"value": null}], "emails": [{"value": null}], "addresses": [{"deliveryPoint": ["Kongens Nytorv 6"], "city": "Copenhagen", "administrativeArea": "K", "postalCode": "1050", "country": "Denmark"}], "links": [{"href": {"url": "https://joint-research-centre.ec.europa.eu/", "protocol": "WWW:LINK-1.0-http--link", "protocol_url": "", "name": "Copernicus Land Portal", "name_url": "", "description": null, "description_url": "", "applicationprofile": null, "applicationprofile_url": "", "function": "information"}}]}], "distancevalue": "1", "distanceuom": "km", "edition": "04.01"}, "links": [{"href": "https://gbov.land.copernicus.eu/", "protocol": "WWW:LINK-1.0-http--link", "rel": null}, {"href": "https://doi.org/10.2909/3e4c1a11-c344-4cf3-b25b-bdeaae119560", "name": "Digital Object Identifier (DOI)", "protocol": "DOI", "rel": null}, {"href": "https://sdi.eea.europa.eu/catalogue/api/records/3e4c1a11-c344-4cf3-b25b-bdeaae119560/attachments/B1.png", "name": "preview", "description": "Web image thumbnail (URL)", "protocol": "WWW:LINK-1.0-http--image-thumbnail", "rel": "preview"}, {"rel": "self", "type": "application/geo+json", "title": "3e4c1a11-c344-4cf3-b25b-bdeaae119560", "name": "item", "description": "3e4c1a11-c344-4cf3-b25b-bdeaae119560", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main/items/3e4c1a11-c344-4cf3-b25b-bdeaae119560"}, {"rel": "collection", "type": "application/json", "title": "Collection", "name": "collection", "description": "Collection", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main"}], "time": {"interval": ["2013-01-01T00:00:00Z", "2024-12-31T00:00:00Z"]}}, {"id": "e5f68c60-6809-4526-a46e-c36ea0fc5659", "type": "Feature", "geometry": {"type": "Polygon", "coordinates": [[[-180.0, -90.0], [-180.0, 90.0], [180.0, 90.0], [180.0, -90.0], [-180.0, -90.0]]]}, "properties": {"themes": [{"concepts": [{"id": "environment"}], "scheme": "https://standards.iso.org/iso/19139/resources/gmxCodelists.xml#MD_TopicCategoryCode"}, {"concepts": [{"id": "Environmental monitoring facilities"}], "scheme": "http://inspire.ec.europa.eu/theme"}, {"concepts": [{"id": "Japan"}, {"id": "Africa"}, {"id": "Australia"}, {"id": "North America"}, {"id": "Europe"}], "scheme": "http://geonetwork-opensource.org/thesaurus/naturalearth-and-seavox"}, {"concepts": [{"id": "geophysical environment"}, {"id": "temperature"}, {"id": "land"}], "scheme": "http://geonetwork-opensource.org/gemet"}, {"concepts": [{"id": "Local"}], "scheme": "http://inspire.ec.europa.eu/metadata-codelist/SpatialScope"}, {"concepts": [], "scheme": "https://rod.eionet.europa.eu/obligations"}, {"concepts": [{"id": "Climate"}], "scheme": "https://www.eea.europa.eu/themes"}, {"concepts": [{"id": "Irregular"}], "scheme": "http://sdi.eea.europa.eu/thesaurus/temporal-resolution"}], "updated": "2026-01-14T08:47:58.083637Z", "type": "Dataset", "created": "2025-11-01", "language": "eng", "title": "Land Surface Temperature 2012-2024 (raster 1km), Ground-Based Observations for Validation project sites - version 5.0.0, Dec 2025", "description": "Land Surface Temperature (LST) is the radiative skin temperature of the land surface, as measured from remote sensing instruments. It represents the temperature of the uppermost surface of the Earth (such as soil, vegetation, or urban materials), and is derived from thermal infrared radiation emitted by the surface. LST is expressed in degrees Celsius or Kelvin and differs from air temperature measured at standard meteorological stations.\n\nThe GBOV service (Ground-Based Observations for Validation) is a project funded by the European Commission. Its objective is to provide analysis-ready validation data to support the evaluation of Earth Observation products. The core aim of GBOV is to generate upscaled products derived from ground-based measurements.\n\nThis dataset consists of Land Products (LPs) generated using longwave in-situ measurements collected from stations located in North America, Europe, Australia, Africa and Asia. These ground data are combined with ESA-CCI LST data and ERA5 Skin Temperature data to build this upscaled LST LP.", "formats": [{"name": "ascii (.csv"}, {"name": " .txt"}, {"name": " .sql)"}, {"name": "WWW:LINK-1.0-http--link"}, {"name": "DOI"}], "keywords": ["Environmental monitoring facilities", "Japan", "Africa", "Australia", "North America", "Europe", "geophysical environment", "temperature", "land", "Local", "Climate", "Irregular"], "contacts": [{"name": null, "organization": "European Commission", "position": null, "roles": ["owner"], "phones": [{"value": null}], "emails": [{"value": null}], "addresses": [{"deliveryPoint": ["Kongens Nytorv 6"], "city": "Copenhagen", "administrativeArea": "K", "postalCode": "1050", "country": "Denmark"}], "links": [{"href": {"url": "https://commission.europa.eu/", "protocol": "WWW:LINK-1.0-http--link", "protocol_url": "", "name": "Copernicus Land Portal", "name_url": "", "description": null, "description_url": "", "applicationprofile": null, "applicationprofile_url": "", "function": "information"}}]}, {"name": null, "organization": "European Commission's Joint Research Centre", "position": null, "roles": ["publisher"], "phones": [{"value": null}], "emails": [{"value": null}], "addresses": [{"deliveryPoint": ["Kongens Nytorv 6"], "city": "Copenhagen", "administrativeArea": "K", "postalCode": "1050", "country": "Denmark"}], "links": [{"href": {"url": "https://joint-research-centre.ec.europa.eu/", "protocol": "WWW:LINK-1.0-http--link", "protocol_url": "", "name": "Copernicus Land Portal", "name_url": "", "description": null, "description_url": "", "applicationprofile": null, "applicationprofile_url": "", "function": "information"}}]}], "distancevalue": "5", "distanceuom": "km", "edition": "05.00"}, "links": [{"href": "https://gbov.land.copernicus.eu/", "protocol": "WWW:LINK-1.0-http--link", "rel": null}, {"href": "https://doi.org/10.2909/e5f68c60-6809-4526-a46e-c36ea0fc5659", "name": "Digital Object Identifier (DOI)", "protocol": "DOI", "rel": null}, {"href": "https://sdi.eea.europa.eu/catalogue/api/records/e5f68c60-6809-4526-a46e-c36ea0fc5659/attachments/R1.png", "name": "preview", "description": "Web image thumbnail (URL)", "protocol": "WWW:LINK-1.0-http--image-thumbnail", "rel": "preview"}, {"rel": "self", "type": "application/geo+json", "title": "e5f68c60-6809-4526-a46e-c36ea0fc5659", "name": "item", "description": "e5f68c60-6809-4526-a46e-c36ea0fc5659", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main/items/e5f68c60-6809-4526-a46e-c36ea0fc5659"}, {"rel": "collection", "type": "application/json", "title": "Collection", "name": "collection", "description": "Collection", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main"}], "time": {"interval": ["2012-01-01T00:00:00Z", "2024-12-31T00:00:00Z"]}}, {"id": "e8c9167a-4e29-44c2-8972-c8c2a3c3d86d", "type": "Feature", "geometry": {"type": "Polygon", "coordinates": [[[5.81, 47.26], [5.81, 54.76], [15.77, 54.76], [15.77, 47.26], [5.81, 47.26]]]}, "properties": {"themes": [{"concepts": [{"id": "farming"}], "scheme": "https://standards.iso.org/iso/19139/resources/gmxCodelists.xml#MD_TopicCategoryCode"}, {"concepts": [{"id": "Soil"}, {"id": "precision agriculture"}, {"id": "remote sensing"}, {"id": "sensors"}, {"id": "clay"}, {"id": "soil organic carbon"}, {"id": "soil organic matter"}, {"id": "machine learning"}, {"id": "regression analysis"}, {"id": "soil chemistry"}], "scheme": "AGROVOC Multilingual agricultural thesaurus"}, {"concepts": [{"id": "opendata"}, {"id": "Digital Soil Mapping"}, {"id": "pH"}], "scheme": "Individual"}, {"concepts": [{"id": "Boden"}], "scheme": "GEMET - INSPIRE themes, version 1.0"}, {"concepts": [{"id": "Brazil"}, {"id": "Sao Paulo"}, {"id": "Bahia"}, {"id": "Goias"}, {"id": "Mato Grosso"}, {"id": "Mato Grosso do Sul"}, {"id": "Santa Catarina"}, {"id": "Germany"}, {"id": "Brandenburg"}, {"id": "North Rhine-Westphalia"}, {"id": "Saxony-Anhalt"}, {"id": "Mecklenburg-Western Pomerania"}, {"id": "China"}, {"id": "Hubei"}, {"id": "Japan"}, {"id": "Saitama Prefecture"}, {"id": "Sweden"}, {"id": "Sk\u00e5ne L\u00e4n"}, {"id": "Uppsala L\u00e4n"}, {"id": "Switzerland"}, {"id": "Canton of Vaud"}, {"id": "USA"}, {"id": "Wisconsin"}, {"id": "Hungary"}, {"id": "Pest County"}, {"id": "Czechia"}, {"id": "South Moravia"}, {"id": "France"}, {"id": "Occitania"}], "scheme": "individual"}], "rights": "Restrictions applied to assure the protection of privacy or intellectual property, and any special restrictions or limitations or warnings on using the resource or metadata. Reports, articles, papers, scientific and non - scientific works of any form, including tables, maps, or any other kind of output, in printed or electronic form, based in whole or in part on the data supplied, must contain an acknowledgement of the form: \"Data reused from the BonaRes Data Centre www.bonares.de. This data were created as part of the ZALF Datenerfassung's research activities.\" Although every care has been taken in preparing and testing the data, the ZALF Datenerfassung and the BonaRes Data Centre cannot guarantee that the data are correct; neither does the ZALF Datenerfassung and the BonaRes Data Centre accept any liability whatsoever for any error, missing data or omission in the data, or for any loss or damage arising from its use. The ZALF Datenerfassung and BonaRes Data Centre will not be responsible for any direct or indirect use which might be made of the data.", "updated": "2025-02-26", "type": "Dataset", "created": "2025-02-24", "language": "eng", "title": "Precision Liming Soil Datasets (LimeSoDa)", "description": "Precision Liming Soil Datasets (LimeSoDa) is a collection of 31 datasets from a field- and farm-scale soil mapping context. These datasets are \"ready-to-use\" for modeling purposes, as they include target soil properties and features in a tidy tabular format. Three target soil properties are present in every dataset: (1) soil organic matter (SOM) or soil organic carbon (SOC), (2) pH, and (3) clay content, while the features for modeling are dataset-specific. The primary goal of `LimeSoDa` is to enable more reliable benchmarking of machine learning methods in digital soil mapping and pedometrics. All the associated materials and data from LimeSoDa can be downloaded in this data repository. However, for a more in-depth analysis, we refer to the published paper \"LimeSoDa: A Dataset Collection for Benchmarking of Machine Learning Regressors in Digital Soil Mapping\" by Schmidinger et al. 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Forest stands and plot setup:  Study area:  24 forest stands identified (12 larch, 12 oak) in the southern portion of the fenced area. Replicate stands:  Each stand paired with a replicate within 300 m on opposite sides of the fence; stands without replicates within this distance were excluded. Plot establishment: Total plots: 10 circular plots per stand = in total 240 plots (120 inside, 120 outside the fence). Plot size:  Each plot covers 10 m\u00b2, centered on a larch or oak tree. Plot layout:  Plots were placed at least 10 m from other canopy trees (>30 cm DBH) to avoid influences from species other than larch and oak.  Data collection:  Dwarf bamboo:  Average height measured from five random points per plot. Understory vascular plants:  All species, including trees and shrubs <1.3 m tall, recorded. Species cover:  Measured using a modified Braun-Blanquet cover class system with seven cover categories.  Braun -Blanquet scaleCover range (%)Used in calculations (%) r <0.1 + 0.1 \u2013 1 1 1 \u2013 5 2 5 \u2013 25 3 25 \u2013 50  4 50 \u2013 75  5 75 \u2013 100 *For dwarf bamboo, which was very abundant, 100% cover was used for category 5. This did not affect the calculations.   Taxonomic groupings:  Grouped species:         Dwarf bamboos: Sasa spp. (S. kurilensis, S. nipponica, S. palmata, Sasamorpha borealis).         Graminoids: Carex, Juncus, Luzula, Poaceae.         Non-flowering specimens: Rosa, Rubus, Viola (excluding Viola tokubuchiana var. tokubuchiana which was registered separately).         Maple seedlings: Acer spp. (excluding A. rufinerve which was registered separately).         Birch seedlings: Betula (B. platyphylla var. japonica, B. ermanii).         Euonymus species: E. alatus, E. macropterus, E. sieboldianus (excluding vine E. fortunei).  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