{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,20]],"date-time":"2026-03-20T20:35:03Z","timestamp":1774038903838,"version":"3.50.1"},"reference-count":84,"publisher":"Elsevier BV","license":[{"start":{"date-parts":[[2024,1,1]],"date-time":"2024-01-01T00:00:00Z","timestamp":1704067200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.elsevier.com\/tdm\/userlicense\/1.0\/"},{"start":{"date-parts":[[2024,1,1]],"date-time":"2024-01-01T00:00:00Z","timestamp":1704067200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.elsevier.com\/legal\/tdmrep-license"},{"start":{"date-parts":[[2024,1,1]],"date-time":"2024-01-01T00:00:00Z","timestamp":1704067200000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-017"},{"start":{"date-parts":[[2024,1,1]],"date-time":"2024-01-01T00:00:00Z","timestamp":1704067200000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"},{"start":{"date-parts":[[2024,1,1]],"date-time":"2024-01-01T00:00:00Z","timestamp":1704067200000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-012"},{"start":{"date-parts":[[2024,1,1]],"date-time":"2024-01-01T00:00:00Z","timestamp":1704067200000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2024,1,1]],"date-time":"2024-01-01T00:00:00Z","timestamp":1704067200000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-004"}],"funder":[{"DOI":"10.13039\/501100013314","name":"Higher Education Discipline Innovation Project","doi-asserted-by":"publisher","award":["B12007"],"award-info":[{"award-number":["B12007"]}],"id":[{"id":"10.13039\/501100013314","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["41671295"],"award-info":[{"award-number":["41671295"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100012166","name":"National Key Research and Development Program of China","doi-asserted-by":"publisher","award":["2017YFD0200106"],"award-info":[{"award-number":["2017YFD0200106"]}],"id":[{"id":"10.13039\/501100012166","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["elsevier.com","sciencedirect.com"],"crossmark-restriction":true},"short-container-title":["Science of The Total Environment"],"published-print":{"date-parts":[[2024,1]]},"DOI":"10.1016\/j.scitotenv.2023.167989","type":"journal-article","created":{"date-parts":[[2023,10,31]],"date-time":"2023-10-31T08:44:26Z","timestamp":1698741866000},"page":"167989","update-policy":"https:\/\/doi.org\/10.1016\/elsevier_cm_policy","source":"Crossref","is-referenced-by-count":11,"special_numbering":"C","title":["Spatial prediction of lime requirements by adjusting aluminium saturation in Sub-Saharan Africa croplands"],"prefix":"10.1016","volume":"908","author":[{"given":"Yves","family":"Uwiragiye","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Mbezele Junior Yannick","family":"Ngaba","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Mingxia","family":"Yang","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Ahmed S.","family":"Elrys","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Zhujun","family":"Chen","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Yi","family":"Cheng","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jianbin","family":"Zhou","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"78","reference":[{"key":"10.1016\/j.scitotenv.2023.167989_bb0005","doi-asserted-by":"crossref","first-page":"539","DOI":"10.2136\/sssaj1958.03615995002200060017x","article-title":"Quantitative evaluation of soil reaction and base status changes resulting from field application of residually acid-forming nitrogen fertilizers","volume":"22","author":"Abruna","year":"1958","journal-title":"Soil Sci. Soc. Am. J."},{"key":"10.1016\/j.scitotenv.2023.167989_bb0010","doi-asserted-by":"crossref","first-page":"657","DOI":"10.2136\/sssaj1964.03615995002800050023x","article-title":"Effects of liming on yields and composition of heavily fertilized grasses and on soil properties under humid tropical conditions1","volume":"28","author":"Abru\u00f1a","year":"1964","journal-title":"Soil Sci. Soc. Am. J."},{"key":"10.1016\/j.scitotenv.2023.167989_bb0015","first-page":"852","article-title":"Extent and management of acid soils for sustainable crop production system in the tropical agroecosystems: a review","volume":"71","author":"Agegnehu","year":"2021","journal-title":"Acta Agric. Scand. Sect. B _ Soil\\& Plant Sci."},{"key":"10.1016\/j.scitotenv.2023.167989_bb0020","doi-asserted-by":"crossref","first-page":"71","DOI":"10.1002\/ldr.2306","article-title":"Spatial distribution of surface soil acidity, electrical conductivity, soil organic carbon content and exchangeable potassium, calcium and magnesium in some cropped acid soils of India","volume":"26","author":"Behera","year":"2015","journal-title":"L. Degrad. \\& Dev."},{"key":"10.1016\/j.scitotenv.2023.167989_bb0025","doi-asserted-by":"crossref","first-page":"53","DOI":"10.1007\/BF00010717","article-title":"Processes of soil acidification during nitrogen cycling with emphasis on legume based pastures","volume":"134","author":"Bolan","year":"1991","journal-title":"Plant and Soil"},{"key":"10.1016\/j.scitotenv.2023.167989_bb0030","doi-asserted-by":"crossref","DOI":"10.1016\/S0065-2113(02)78006-1","article-title":"Soil acidification and liming interactions with nutrientand heavy metal transformationand bioavailability","author":"Bolan","year":"2003","journal-title":"Adv. Agron."},{"key":"10.1016\/j.scitotenv.2023.167989_bb0035","doi-asserted-by":"crossref","DOI":"10.1016\/j.envpol.2022.120632","article-title":"Soil acidification and the liming potential of biochar","volume":"317","author":"Bolan","year":"2023","journal-title":"Environ. Pollut."},{"key":"10.1016\/j.scitotenv.2023.167989_bb0040","doi-asserted-by":"crossref","first-page":"5","DOI":"10.1023\/A:1010933404324","article-title":"Random forests","volume":"45","author":"Breiman","year":"2004","journal-title":"Mach. Learn."},{"key":"10.1016\/j.scitotenv.2023.167989_bb2405","doi-asserted-by":"crossref","first-page":"1526","DOI":"10.1007\/s11368-014-0906-4","article-title":"Nitrification and acidification from urea application in red soil (Ferralic Cambisol) after different long-term fertilization treatments","volume":"14","author":"Cai","year":"2014","journal-title":"J. Soils Sediment."},{"key":"10.1016\/j.scitotenv.2023.167989_bb0045","first-page":"133","article-title":"An equation for liming acid mineral soils to compensate crop aluminium tolerance","volume":"57","author":"Cochrane","year":"1980","journal-title":"Trop. Agric."},{"key":"10.1016\/j.scitotenv.2023.167989_bb0050","doi-asserted-by":"crossref","first-page":"379","DOI":"10.1071\/AR9910379","article-title":"Lime responses by barley as related to available soil aluminium and manganese","volume":"42","author":"Conyers","year":"1991","journal-title":"Crop \\& Pasture Sci."},{"key":"10.1016\/j.scitotenv.2023.167989_bb0055","doi-asserted-by":"crossref","DOI":"10.3390\/agronomy11102069","article-title":"Long-term fertilization and lime-induced soil pH changes affect nitrogen use efficiency and grain yields in acidic soil under wheat-maize rotation","author":"Daba","year":"2021","journal-title":"Agronomy"},{"key":"10.1016\/j.scitotenv.2023.167989_bb0060","doi-asserted-by":"crossref","first-page":"601","DOI":"10.1016\/j.scitotenv.2016.12.169","article-title":"Potential role of biochars in decreasing soil acidification - a critical review","volume":"581\u2013582","author":"Dai","year":"2017","journal-title":"Sci. Total Environ."},{"key":"10.1016\/j.scitotenv.2023.167989_bb0065","doi-asserted-by":"crossref","first-page":"11","DOI":"10.1177\/003072709402300104","article-title":"The management of acid soils in Africa","volume":"23","author":"De Pauw","year":"1994","journal-title":"Outlook Agric."},{"key":"10.1016\/j.scitotenv.2023.167989_bb0070","doi-asserted-by":"crossref","first-page":"138","DOI":"10.1016\/j.geoderma.2013.07.007","article-title":"Harmonisation of the soil map of africa at the continental scale","volume":"211\u2013212","author":"Dewitte","year":"2013","journal-title":"Geoderma"},{"key":"10.1016\/j.scitotenv.2023.167989_bb0075","series-title":"Machine Learning Digital Soil Mapping to Inform Gully erosion Mitigation Measures in the Eastern Cape","author":"Du Plessis","year":"2020"},{"key":"10.1016\/j.scitotenv.2023.167989_bb0080","doi-asserted-by":"crossref","DOI":"10.1016\/j.jenvman.2020.110488","article-title":"How much nitrogen does Africa need to feed itself by 2050?","author":"Elrys","year":"2020","journal-title":"J. Environ. Manage."},{"key":"10.1016\/j.scitotenv.2023.167989_bb0085","doi-asserted-by":"crossref","first-page":"305","DOI":"10.2134\/agronj2002.3050","article-title":"Corn yield as affected by liming and tillage system on an acid Brazilian oxisol","volume":"94","author":"Ernani","year":"2002","journal-title":"Agron. J."},{"key":"10.1016\/j.scitotenv.2023.167989_bb0090","doi-asserted-by":"crossref","first-page":"893","DOI":"10.2136\/sssaj1970.03615995003400060023x","article-title":"Lime response as related to percent Al saturation, solution Al, and organic matter content","volume":"34","author":"Evans","year":"1970","journal-title":"Soil Sci. Soc. Am. J."},{"key":"10.1016\/j.scitotenv.2023.167989_bb0095","doi-asserted-by":"crossref","first-page":"2303","DOI":"10.1590\/S0100-204X2000001100024","article-title":"Upland rice response to soil acidity in Cerrado soil","volume":"35","author":"Fageria","year":"2000","journal-title":"Pesqui. Agropecu\u00e1ria Bras."},{"key":"10.1016\/j.scitotenv.2023.167989_bb0100","doi-asserted-by":"crossref","first-page":"1419","DOI":"10.1590\/S0100-204X2001001100013","article-title":"Effect of liming on upland rice, common bean, corn, and soybean production in cerrado soil","volume":"36","author":"Fageria","year":"2001","journal-title":"Pesqui. Agropecu\u00e1ria Bras."},{"key":"10.1016\/j.scitotenv.2023.167989_bb0105","doi-asserted-by":"crossref","first-page":"845","DOI":"10.1080\/00103620701880909","article-title":"Optimum soil acidity indices for dry bean production on an oxisol in no-tillage system","volume":"39","author":"Fageria","year":"2008","journal-title":"Commun. Soil Sci. Plant Anal."},{"key":"10.1016\/j.scitotenv.2023.167989_bb0110","doi-asserted-by":"crossref","first-page":"345","DOI":"10.1016\/S0065-2113(08)00407-0","article-title":"Chapter 7 ameliorating soil acidity of tropical oxisols by liming for sustainable crop production","volume":"99","author":"Fageria","year":"2008","journal-title":"Adv. Agron."},{"key":"10.1016\/j.scitotenv.2023.167989_bb0115","series-title":"Advances in Agronomy","doi-asserted-by":"crossref","first-page":"221","DOI":"10.1016\/B978-0-12-802139-2.00006-8","article-title":"Chapter six-management of soil acidity of South American soils for sustainable crop production","author":"Fageria","year":"2014"},{"key":"10.1016\/j.scitotenv.2023.167989_bb0120","series-title":"Growth and Mineral Nutrition of Field Crops","author":"Fageria","year":"1990"},{"key":"10.1016\/j.scitotenv.2023.167989_bb0125","doi-asserted-by":"crossref","first-page":"981","DOI":"10.1080\/00103628009367097","article-title":"Effect of pH on soil magnesium and its absorption by corn","volume":"11","author":"Farina","year":"1980","journal-title":"Commun. Soil Sci. Plant Anal."},{"key":"10.1016\/j.scitotenv.2023.167989_bb0130","doi-asserted-by":"crossref","first-page":"390","DOI":"10.1111\/sum.12270","article-title":"Soil acidification and the importance of liming agricultural soils with particular reference to the United Kingdom","volume":"32","author":"Goulding","year":"2016","journal-title":"Soil Use Manage."},{"key":"10.1016\/j.scitotenv.2023.167989_bb0135","doi-asserted-by":"crossref","first-page":"1008","DOI":"10.1126\/science.1182570","article-title":"Significant acidification in major Chinese croplands","volume":"327","author":"Guo","year":"2010","journal-title":"Science"},{"key":"10.1016\/j.scitotenv.2023.167989_bb0140","doi-asserted-by":"crossref","first-page":"77","DOI":"10.1007\/s10668-020-00615-2","article-title":"Soil acidity challenges and the significance of liming and organic amendments in tropical agricultural lands with reference to Ethiopia","volume":"23","author":"Gurmessa","year":"2020","journal-title":"Environ. Dev. Sustain."},{"key":"10.1016\/j.scitotenv.2023.167989_bb0145","doi-asserted-by":"crossref","DOI":"10.1016\/j.still.2021.105230","article-title":"Quantifying drivers of soil acidification in three Chinese cropping systems","author":"Hao","year":"2022","journal-title":"Soil Tillage Res."},{"key":"10.1016\/j.scitotenv.2023.167989_bb0150","series-title":"Global Lithological Map Database v1.0 (Gridded to 0.5{\\Textdegree} Spatial Resolution)","author":"Hartmann","year":"2012"},{"key":"10.1016\/j.scitotenv.2023.167989_bb0155","doi-asserted-by":"crossref","first-page":"249","DOI":"10.1016\/S0065-2113(08)60456-3","article-title":"Lime and phosphate in the soil-plant system","volume":"37","author":"Haynes","year":"1984","journal-title":"Adv. Agron."},{"key":"10.1016\/j.scitotenv.2023.167989_bb0160","series-title":"2 \u2013 Soil Acidification, its Measurement and the Processes Involved","author":"Helyar","year":"1989"},{"key":"10.1016\/j.scitotenv.2023.167989_bb0165","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1371\/journal.pone.0125814","article-title":"Mapping soil properties of Africa at 250 m resolution: random forests significantly improve current predictions","volume":"10","author":"Hengl","year":"2015","journal-title":"PloS One"},{"key":"10.1016\/j.scitotenv.2023.167989_bb0170","doi-asserted-by":"crossref","DOI":"10.1371\/journal.pone.0169748","article-title":"SoilGrids250m: global gridded soil information based on machine learning","volume":"12","author":"Hengl","year":"2017","journal-title":"PloS One"},{"key":"10.1016\/j.scitotenv.2023.167989_bb0175","doi-asserted-by":"crossref","DOI":"10.7717\/peerj.5518","article-title":"Random forest as a generic framework for predictive modeling of spatial and spatio-temporal variables","volume":"6","author":"Hengl","year":"2018","journal-title":"PeerJ"},{"key":"10.1016\/j.scitotenv.2023.167989_bb0180","doi-asserted-by":"crossref","first-page":"6130","DOI":"10.1038\/s41598-021-85639-y","article-title":"African soil properties and nutrients mapped at 30 m spatial resolution using two-scale ensemble machine learning","volume":"11","author":"Hengl","year":"2021","journal-title":"Sci. Rep."},{"key":"10.1016\/j.scitotenv.2023.167989_bb0185","article-title":"Machine learning in space and time for modelling soil organic carbon change","author":"Heuvelink","year":"2020","journal-title":"Eur. J. Soil Sci."},{"key":"10.1016\/j.scitotenv.2023.167989_bb0190","doi-asserted-by":"crossref","first-page":"316","DOI":"10.1016\/j.scitotenv.2017.08.020","article-title":"Liming impacts on soils, crops and biodiversity in the UK: a review","volume":"610\u2013611","author":"Holland","year":"2018","journal-title":"Sci. Total Environ."},{"key":"10.1016\/j.scitotenv.2023.167989_bb0195","doi-asserted-by":"crossref","first-page":"298","DOI":"10.1016\/j.catena.2018.04.013","article-title":"Soil organic carbon stocks and their determining factors in the Dano catchment (Southwest Burkina Faso)","volume":"166","author":"Hounkpatin","year":"2018","journal-title":"Catena"},{"key":"10.1016\/j.scitotenv.2023.167989_bb0200","doi-asserted-by":"crossref","DOI":"10.1007\/BF00010278","article-title":"Acidification of a kaolinitic Alfisol under continuous cropping with nitrogen fertilization in West Africa","author":"Juo","year":"1995","journal-title":"Plant and Soil"},{"key":"10.1016\/j.scitotenv.2023.167989_bb0205","doi-asserted-by":"crossref","first-page":"1139","DOI":"10.2134\/agronj2002.1139","article-title":"Economics of lime and phosphorus application for dual-purpose winter wheat production in low-pH soils","volume":"94","author":"Kaitibie","year":"2002","journal-title":"Agron. J."},{"key":"10.1016\/j.scitotenv.2023.167989_bb0210","doi-asserted-by":"crossref","first-page":"252","DOI":"10.2136\/sssaj1970.03615995003400020022x","article-title":"Exchangeable aluminum as a criterion for liming leached mineral soils","volume":"34","author":"Kamprath","year":"1970","journal-title":"Soil Sci. Soc. Am. J."},{"key":"10.1016\/j.scitotenv.2023.167989_bb2400","doi-asserted-by":"crossref","first-page":"520","DOI":"10.1126\/science.221.4610.520","article-title":"Acid rain on acid soil: a new perspective","volume":"221","author":"Krug","year":"1983","journal-title":"Science"},{"key":"10.1016\/j.scitotenv.2023.167989_bb0220","series-title":"Advances in Agronomy, Advances in Agronomy","doi-asserted-by":"crossref","DOI":"10.1016\/bs.agron.2016.05.001","article-title":"Chapter one-functional relationships of soil acidification, liming, and greenhouse gas flux","author":"Kunhikrishnan","year":"2016"},{"key":"10.1016\/j.scitotenv.2023.167989_bb0225","doi-asserted-by":"crossref","first-page":"236","DOI":"10.1016\/j.geoderma.2018.12.003","article-title":"Long-term surface application of lime ameliorates subsurface soil acidity in the mixed farming zone of south-eastern Australia","volume":"338","author":"Li","year":"2019","journal-title":"Geoderma"},{"key":"10.1016\/j.scitotenv.2023.167989_bb0230","series-title":"Classification and Regression by randomForest","author":"Liaw","year":"2007"},{"key":"10.1016\/j.scitotenv.2023.167989_bb0235","doi-asserted-by":"crossref","first-page":"785","DOI":"10.5897\/AJAR2019.14619","article-title":"Potential of reduced agricultural lime application rates to increase yield and profitability of maize through microdosing in central Malawi - a short note","volume":"16","author":"Mart\u00edn","year":"2020","journal-title":"African J. Agric. Res."},{"key":"10.1016\/j.scitotenv.2023.167989_bb0240","doi-asserted-by":"crossref","first-page":"3","DOI":"10.1016\/S0016-7061(03)00223-4","article-title":"On digital soil mapping","volume":"117","author":"McBratney","year":"2003","journal-title":"Geoderma"},{"key":"10.1016\/j.scitotenv.2023.167989_bb0245","doi-asserted-by":"crossref","first-page":"1620","DOI":"10.1111\/2041-210X.13650","article-title":"Predicting into unknown space? Estimating the area of applicability of spatial prediction models","volume":"12","author":"Meyer","year":"2021","journal-title":"Methods Ecol. Evol."},{"key":"10.1016\/j.scitotenv.2023.167989_bb0250","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1016\/j.envsoft.2017.12.001","article-title":"Improving performance of spatio-temporal machine learning models using forward feature selection and target-oriented validation","volume":"101","author":"Meyer","year":"2018","journal-title":"Environ. Model. Software"},{"key":"10.1016\/j.scitotenv.2023.167989_bb0255","doi-asserted-by":"crossref","DOI":"10.1016\/j.apgeog.2020.102299","article-title":"Digital soil mapping of nitrogen, phosphorus, potassium, organic carbon and their crop response thresholds in smallholder managed escarpments of Malawi","volume":"124","author":"Mponela","year":"2020","journal-title":"Appl. Geogr."},{"key":"10.1016\/j.scitotenv.2023.167989_bb0260","article-title":"Properties and management of soils in the tropics","author":"Munns","year":"1976","journal-title":"Bioscience"},{"key":"10.1016\/j.scitotenv.2023.167989_bb0265","series-title":"Soil Acidity Analysis and Estimation of Lime Requirement for Rectifying Soil Acidity","first-page":"22","volume":"2","author":"Nduwumuremyi","year":"2014"},{"key":"10.1016\/j.scitotenv.2023.167989_bb0270","doi-asserted-by":"crossref","first-page":"201","DOI":"10.1071\/SR09150","article-title":"Soil pH buffering capacity: a descriptive function and its application to some acidic tropical soils","volume":"48","author":"Nelson","year":"2010","journal-title":"Soil Res."},{"key":"10.1016\/j.scitotenv.2023.167989_bb0275","doi-asserted-by":"crossref","DOI":"10.1016\/j.geoderma.2021.115691","article-title":"Spatio-temporal mapping of soil water storage in a semi-arid landscape of northern Ghana \u2013 a multi-tasked ensemble machine-learning approach","author":"Nketia","year":"2022","journal-title":"Geoderma"},{"key":"10.1016\/j.scitotenv.2023.167989_bb0280","doi-asserted-by":"crossref","first-page":"1","DOI":"10.17159\/sajs.2015\/20140178","article-title":"Spatial soil information in South Africa: situational analysis, limitations and challenges","volume":"111","author":"Paterson","year":"2015","journal-title":"S. Afr. J. Sci."},{"key":"10.1016\/j.scitotenv.2023.167989_bb0285","doi-asserted-by":"crossref","first-page":"1633","DOI":"10.5194\/hess-11-1633-2007","article-title":"Updated world map of the K\u00f6ppen-Geiger climate classification","volume":"11","author":"Peel","year":"2007","journal-title":"Hydrol. Earth Syst. Sci."},{"key":"10.1016\/j.scitotenv.2023.167989_bb2410","doi-asserted-by":"crossref","DOI":"10.1016\/j.jclepro.2021.128036","article-title":"Inorganic carbon losses by soil acidification jeopardize global efforts on carbon sequestration and climate change mitigation","volume":"315","author":"Raza","year":"2021","journal-title":"J. Clean Prod."},{"key":"10.1016\/j.scitotenv.2023.167989_bb0290","series-title":"Handbook of Soil Acidity","author":"Rengel","year":"2003"},{"key":"10.1016\/j.scitotenv.2023.167989_bb0295","doi-asserted-by":"crossref","first-page":"785","DOI":"10.3390\/agronomy11040785","article-title":"Predicting the lime demand of arable soils from pH value, soil texture and soil organic matter content","volume":"11","author":"Ruehlmann","year":"2021","journal-title":"Agronomy"},{"key":"10.1016\/j.scitotenv.2023.167989_bb0300","series-title":"Soils of the Tropics","author":"S\u00e1nchez","year":"2019"},{"key":"10.1016\/j.scitotenv.2023.167989_bb0305","series-title":"Myths and Science of Soils of the Tropics","article-title":"Myths and science about the chemistry and fertility of soils in the tropics","author":"S\u00e1nchez","year":"1992"},{"key":"10.1016\/j.scitotenv.2023.167989_bb0310","doi-asserted-by":"crossref","first-page":"157","DOI":"10.1016\/S0016-7061(03)00040-5","article-title":"Fertility capability soil classification: a tool to help assess soil quality in the tropics","volume":"114","author":"S\u00e1nchez","year":"2003","journal-title":"Geoderma"},{"key":"10.1016\/j.scitotenv.2023.167989_bb0315","doi-asserted-by":"crossref","first-page":"523","DOI":"10.1071\/EA00038","article-title":"Aluminium tolerance and lime increase wheat yield on the acidic soils of central and southern New South Wales","volume":"41","author":"Scott","year":"2001","journal-title":"Aust. J. Exp. Agric."},{"key":"10.1016\/j.scitotenv.2023.167989_bb0320","doi-asserted-by":"crossref","first-page":"145","DOI":"10.2136\/sssaj1991.03615995005500010026x","article-title":"Acidification induced by different nitrogen sources in columns of selected tropical soils","volume":"55","author":"Stumpe","year":"1991","journal-title":"Soil Sci. Soc. Am. J."},{"key":"10.1016\/j.scitotenv.2023.167989_bb0325","article-title":"Soil acidity and its management options in Western Ethiopia: review","author":"Takala","year":"2019","journal-title":"J. Environ. Earth Sci."},{"key":"10.1016\/j.scitotenv.2023.167989_bb0330","first-page":"1","article-title":"New methods for estimating lime requirement to attain desirable pH values in Brazilian soils","volume":"44","author":"Teixeira","year":"2020","journal-title":"Rev. Bras. Cienc. Do Solo"},{"key":"10.1016\/j.scitotenv.2023.167989_bb0335","doi-asserted-by":"crossref","first-page":"6523","DOI":"10.3390\/su7066523","article-title":"The state of soil degradation in sub-Saharan Africa: baselines, trajectories, and solutions","volume":"7","author":"Tully","year":"2015","journal-title":"Sustain"},{"key":"10.1016\/j.scitotenv.2023.167989_bb0340","series-title":"Effect of Lime Application on Soil Physicochemical Characteristics and Plant Nutrient Contents of Three Soybean Cultivars [Glycine max (L.) Merril] in Coastal Plain Sands of Nigeria Ubi","author":"Ubi","year":"2017"},{"key":"10.1016\/j.scitotenv.2023.167989_bb0345","doi-asserted-by":"crossref","DOI":"10.1016\/j.catena.2022.106499","article-title":"Modelling and mapping soil nutrient depletion in humid highlands of East Africa using ensemble machine learning: a case study from Rwanda","volume":"217","author":"Uwiragiye","year":"2022","journal-title":"CATENA"},{"key":"10.1016\/j.scitotenv.2023.167989_bb0350","doi-asserted-by":"crossref","DOI":"10.3390\/rs15051338","article-title":"Spatio-temporal variations in soil pH and aluminum toxicity in sub-Saharan African croplands (1980\u20132050)","author":"Uwiragiye","year":"2023","journal-title":"Remote Sens. (Basel)"},{"key":"10.1016\/j.scitotenv.2023.167989_bb0355","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1007\/BF00009558","article-title":"Global extent, development and economic impact of acid soils","volume":"171","author":"Von Uexk\u00fcll","year":"2004","journal-title":"Plant and Soil"},{"key":"10.1016\/j.scitotenv.2023.167989_bb0360","doi-asserted-by":"crossref","DOI":"10.1111\/gcb.15607","article-title":"Potential benefits of liming to acid soils on climate change mitigation and food security","volume":"27","author":"Wang","year":"2021","journal-title":"Glob. Chang. Biol."},{"key":"10.1016\/j.scitotenv.2023.167989_bb0365","series-title":"The Nature and Properties of Soils","author":"Weil","year":"2017"},{"key":"10.1016\/j.scitotenv.2023.167989_bb0370","doi-asserted-by":"crossref","DOI":"10.1111\/sum.12022","article-title":"Development of buffer methods and evaluation of pedotransfer functions to estimate pH buffer capacity of highly weathered soils","volume":"29","author":"Wong","year":"2013","journal-title":"Soil Use Manage."},{"key":"10.1016\/j.scitotenv.2023.167989_bb0375","doi-asserted-by":"crossref","first-page":"53","DOI":"10.1097\/00010694-194807000-00005","article-title":"Testing soils for lime requirement by means of a buffered solution and glass electrode","volume":"66","author":"Woodruff","year":"1948","journal-title":"Soil Sci."},{"key":"10.1016\/j.scitotenv.2023.167989_bb0380","doi-asserted-by":"crossref","first-page":"175","DOI":"10.1007\/s10705-017-9827-0","article-title":"Maize-nutrient response information applied across sub-Saharan Africa","volume":"107","author":"Wortmann","year":"2017","journal-title":"Nutr. Cycl. Agroecosyst."},{"key":"10.1016\/j.scitotenv.2023.167989_bb0385","article-title":"Calculation of spatially explicit amounts and intervals of agricultural lime applications at county-level in China","volume":"150955","author":"Xu","year":"2021","journal-title":"Sci. Total Environ."},{"key":"10.1016\/j.scitotenv.2023.167989_bb0390","doi-asserted-by":"crossref","first-page":"203","DOI":"10.1016\/0167-8809(90)90106-N","article-title":"Application of expert systems to study of acid soils in Rwanda","volume":"30","author":"Yamoah","year":"1990","journal-title":"Agric. Ecosyst. Environ."},{"key":"10.1016\/j.scitotenv.2023.167989_bb0395","series-title":"ESA WorldCover 10 m 2020 v100","author":"Zanaga","year":"2021"},{"key":"10.1016\/j.scitotenv.2023.167989_bb0400","doi-asserted-by":"crossref","DOI":"10.1016\/j.scitotenv.2020.138244","article-title":"High-resolution digital mapping of soil organic carbon and soil total nitrogen using DEM derivatives, Sentinel-1 and Sentinel-2 data based on machine learning algorithms","volume":"729","author":"Zhou","year":"2020","journal-title":"Sci. Total Environ."},{"key":"10.1016\/j.scitotenv.2023.167989_bb0405","doi-asserted-by":"crossref","DOI":"10.1016\/j.geoderma.2018.07.052","article-title":"Digital soil mapping approaches to address real world problems in southern Africa","author":"van Zijl","year":"2019","journal-title":"Geoderma"},{"key":"10.1016\/j.scitotenv.2023.167989_bb0410","doi-asserted-by":"crossref","DOI":"10.1038\/s41597-022-01493-1","article-title":"Version 3 of the global aridity index and potential evapotranspiration database","volume":"9","author":"Zomer","year":"2022","journal-title":"Sci. Data"}],"container-title":["Science of The Total Environment"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S0048969723066160?httpAccept=text\/xml","content-type":"text\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S0048969723066160?httpAccept=text\/plain","content-type":"text\/plain","content-version":"vor","intended-application":"text-mining"}],"deposited":{"date-parts":[[2025,4,1]],"date-time":"2025-04-01T01:15:52Z","timestamp":1743470152000},"score":1,"resource":{"primary":{"URL":"https:\/\/linkinghub.elsevier.com\/retrieve\/pii\/S0048969723066160"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024,1]]},"references-count":84,"alternative-id":["S0048969723066160"],"URL":"https:\/\/doi.org\/10.1016\/j.scitotenv.2023.167989","relation":{},"ISSN":["0048-9697"],"issn-type":[{"value":"0048-9697","type":"print"}],"subject":[],"published":{"date-parts":[[2024,1]]},"assertion":[{"value":"Elsevier","name":"publisher","label":"This article is maintained by"},{"value":"Spatial prediction of lime requirements by adjusting aluminium saturation in Sub-Saharan Africa croplands","name":"articletitle","label":"Article Title"},{"value":"Science of The Total Environment","name":"journaltitle","label":"Journal Title"},{"value":"https:\/\/doi.org\/10.1016\/j.scitotenv.2023.167989","name":"articlelink","label":"CrossRef DOI link to publisher maintained version"},{"value":"article","name":"content_type","label":"Content Type"},{"value":"\u00a9 2023 Elsevier B.V. All rights reserved.","name":"copyright","label":"Copyright"}],"article-number":"167989"}}