{"type": "FeatureCollection", "features": [{"id": "10.1088/1748-9326/adfe83", "type": "Feature", "geometry": null, "properties": {"updated": "2026-05-24T16:18:06Z", "type": "Journal Article", "created": "2025-09-02", "title": "Mining global soil carbon datasets: can modern machine learning uncover the missing pieces of process-based models?", "description": "Abstract                <p>The future of terrestrial soil carbon stocks plays a crucial role in climate change prediction. Modern machine learning techniques are now widely applied in soil science to predict the spatial distribution of soil properties from observational data. Beyond prediction, the use of machine learning as a data-mining tool offers a promising pathway for improving soil carbon modelling and refining projections of climate\uffe2\uff80\uff93carbon feedbacks. In this paper, we review recent advances in the application of machine learning to global soil carbon modelling as a data-mining tool and highlight its potential to drive an iterative feedback loop that improves the representation of soil carbon dynamics in Earth System Models.</p", "keywords": ["machine learning", "data-mining", "global soil carbon map", "global soil carbon modelling", "[SDE.IE] Environmental Sciences/Environmental Engineering", "[INFO.INFO-LG] Computer Science [cs]/Machine Learning [cs.LG]", "FairCarboN", "[PHYS.PHYS.PHYS-DATA-AN] Physics [physics]/Physics [physics]/Data Analysis", " Statistics and Probability [physics.data-an]", "[SDU.ENVI] Sciences of the Universe [physics]/Continental interfaces", " environment"]}, "links": [{"href": "https://doi.org/10.1088/1748-9326/adfe83"}, {"rel": "related", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main/items/Environmental%20Research%20Letters", "name": "related record", "description": "related record", "type": "application/json"}, {"rel": "self", "type": "application/geo+json", "title": "10.1088/1748-9326/adfe83", "name": "item", "description": "10.1088/1748-9326/adfe83", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main/items/10.1088/1748-9326/adfe83"}, {"rel": "collection", "type": "application/json", "title": "Collection", "name": "collection", "description": "Collection", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main"}], "time": {"date": "2025-09-02T00:00:00Z"}}, {"id": "10.17180/ciag-2025-vol98-art06-gb", "type": "Feature", "geometry": null, "properties": {"updated": "2026-05-23T16:19:38Z", "type": "Report", "title": "Reducing the use of plant protection products and greenhouse gas emissions in arable farming systems in northern France (System-Eco+).", "description": "Crop protection and nitrogen fertilizers uses are the mainstays of large-scale cereal and industrial cropping systems in northern France. Biological and climatic effects call to design and evaluate cropping systems that cut the use of plant protection products by implementing counterbalancing agronomic levers aiming to maintain yields. An experimental set-up composed of 7 cropping systems located at the Estr\u00e9es-Mons agronomic station (France) was monitored from 2018 to 2024. The experiment combined decrease in the use of plant protection products while improving the greenhouse gas (GHG) balance by reducing synthetic fertilization. The introduction of cropping systems designed to reduce the use of pesticides made it possible to achieve treatment frequency index (TFI) reductions of 70 to 100% without significantly affecting yields and while ensuring weed control. This also resulted in a significant reduction in fungicide and herbicide residues in the soil. The levers used to reduce the use of plant protection products have a neutral effect on greenhouse gas emissions, or even a favourable effect when leguminous crops are introduced into the succession to provide soil cover and balance the nitrogen balance.", "keywords": ["[SDV] Life Sciences [q-bio]", "Greenhouse Gases", "Fertilization", "Nitrous Oxide", "Soil organic carbon storage", "0", "Weeds", "Weeds ; Pesticides ; Fertilization ; Nitrous Oxide ; Soil organic carbon storage ; Greenhouse Gases", "Pesticides", "FairCarboN"]}, "links": [{"href": "https://doi.org/10.17180/ciag-2025-vol98-art06-gb"}, {"rel": "self", "type": "application/geo+json", "title": "10.17180/ciag-2025-vol98-art06-gb", "name": "item", "description": "10.17180/ciag-2025-vol98-art06-gb", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main/items/10.17180/ciag-2025-vol98-art06-gb"}, {"rel": "collection", "type": "application/json", "title": "Collection", "name": "collection", "description": "Collection", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main"}], "time": {"date": "2025-01-01T00:00:00Z"}}, {"id": "10.48620/90780", "type": "Feature", "geometry": null, "properties": {"updated": "2026-05-23T16:21:07Z", "type": "Journal Article", "created": "2024-10-23", "title": "Warming of Northern Peatlands Increases the Global Temperature Overshoot Challenge", "description": "Meeting the Paris Agreement's temperature goals requires limiting future carbon emissions, yet current policies make temporarily overshooting the 1.5\u00b0C target likely. The potential climate feedback from destabilizing peatlands, storing large amounts of carbon, remains poorly quantified. Using the reduced-complexity Earth System Model OSCAR with an integrated peat carbon module, we found that across various overshoot pathways that temporarily exceed 1.5\u00b0C-2.5\u00b0C, northern peatlands exhibit net positive feedback, amplifying the overshoot challenge. Warming increases peatlands' net carbon uptake, but this is largely offset by higher methane emissions. We estimated that for each 1\u00b0C increase in peak warming, the positive feedback from peatlands decreases the remaining carbon budget by 37 GtCO2 (22-48 GtCO2). If the 1.5\u00b0C temperature target is exceeded, peatlands would increase carbon removal requirement by about 40 GtCO2 (16-60 GtCO2) (8.6%). Our findings highlight the importance of properly accounting for northern peatlands for estimating climate feedbacks, especially under overshoot scenarios.", "keywords": ["[SDU.STU.CL] Sciences of the Universe [physics]/Earth Sciences/Climatology", "climate change", "northern peatlands", "carbon", "greenhouse gases", "land surface model", "reduced-complexity earth system model", "FairCarboN", "temperature feedback", "[SDU.ENVI] Sciences of the Universe [physics]/Continental interfaces", " environment", "Article", "overshoot"]}, "links": [{"href": "https://oceanrep.geomar.de/id/eprint/62739/1/1-s2.0-S2590332225001794-main.pdf"}, {"href": "https://pure.iiasa.ac.at/id/eprint/20730/1/1-s2.0-S2590332225001794-main.pdf"}, {"href": "https://doi.org/10.48620/90780"}, {"rel": "related", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main/items/One%20Earth", "name": "related record", "description": "related record", "type": "application/json"}, {"rel": "self", "type": "application/geo+json", "title": "10.48620/90780", "name": "item", "description": "10.48620/90780", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main/items/10.48620/90780"}, {"rel": "collection", "type": "application/json", "title": "Collection", "name": "collection", "description": "Collection", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main"}], "time": {"date": "2024-10-23T00:00:00Z"}}], "links": [{"rel": "self", "type": "application/geo+json", "title": "This document as GeoJSON", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main/items?keywords=FairCarboN&f=json", "hreflang": "en-US"}, {"rel": "alternate", "type": "text/html", "title": "This document as HTML", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main/items?keywords=FairCarboN&f=html", "hreflang": "en-US"}, {"rel": "collection", "type": "application/json", "title": "Collection URL", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main", "hreflang": "en-US"}, {"type": "application/geo+json", "rel": "first", "title": "items (first)", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main/items?keywords=FairCarboN&", "hreflang": "en-US"}, {"rel": "last", "type": "application/geo+json", "title": "items (last)", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main/items?keywords=FairCarboN&offset=3", "hreflang": "en-US"}], "numberMatched": 3, "numberReturned": 3, "distributedFeatures": [], "timeStamp": "2026-05-24T22:53:05.709198Z"}