{"id":213153,"date":"2026-05-13T07:45:00","date_gmt":"2026-05-13T11:45:00","guid":{"rendered":"https:\/\/testing.news-you-need.com\/index.php\/2026\/05\/13\/smarter-soils-machine-learning-reveals-lead-hotspots-beneath-our-feet\/"},"modified":"2026-05-13T08:50:12","modified_gmt":"2026-05-13T12:50:12","slug":"smarter-soils-machine-learning-reveals-lead-hotspots-beneath-our-feet","status":"publish","type":"post","link":"https:\/\/testing.news-you-need.com\/index.php\/2026\/05\/13\/smarter-soils-machine-learning-reveals-lead-hotspots-beneath-our-feet\/","title":{"rendered":"Smarter Soils: Machine Learning Reveals Lead Hotspots Beneath Our Feet"},"content":{"rendered":"<p><a href=\"https:\/\/www.newswise.com\/articles\/smarter-soils-machine-learning-reveals-lead-hotspots-beneath-our-feet\">Smarter Soils: Machine Learning Reveals Lead Hotspots Beneath Our Feet<\/a><\/p>\n<p><a href=\"https:\/\/www.newswise.com\/articles\/smarter-soils-machine-learning-reveals-lead-hotspots-beneath-our-feet\">https:\/\/www.newswise.com\/articles\/smarter-soils-machine-learning-reveals-lead-hotspots-beneath-our-feet<\/a><\/p>\n<p>Publish Date: <a href=\"publish_date]\">2026-05-13 07:45:00<\/a><\/p>\n<p>Source Domain: <a href=\"www.newswise.com\">www.newswise.com<\/a><\/p>\n<ul>\n<li>Lead (Pb) contamination in soils is largely due to industrial and vehicular emissions, posing serious health risks, particularly for children, and food safety challenges.<\/li>\n<li>Traditional soil analysis is costly and impractical for large-scale monitoring, prompting the need for precise, scalable, and data-driven approaches.<\/li>\n<li>Researchers developed a novel prediction framework by combining spectral data, topographic variables, and advanced machine learning models to predict Pb distribution in farmland.<\/li>\n<li>A high-resolution spectrometer and six machine learning algorithms were used to analyze Pb, iron, zinc, and soil organic carbon (SOC). The best predictions were made using extreme gradient boosting (EGB) with a low error margin.<\/li>\n<li>The framework integrates environmental sensing with AI to understand complex pollution dynamics, offering insights into factors influencing Pb dispersion.<\/li>\n<li>This approach provides a reliable, cost-effective system for detecting Pb contamination, helping land managers and environmental agencies act proactively.<\/li>\n<li>The developed framework is adaptable for detecting other pollutants like cadmium or arsenic and can integrate additional data for improved predictions.<\/li>\n<li>The use of AI and environmental sensing offers a path toward cleaner soils and safer agriculture, paving the way for future enhancements and real-time monitoring systems.<\/li>\n<\/ul>\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Smarter Soils: Machine Learning Reveals Lead Hotspots Beneath Our Feet https:\/\/www.newswise.com\/articles\/smarter-soils-machine-learning-reveals-lead-hotspots-beneath-our-feet Publish Date: 2026-05-13 07:45:00&#8230;<\/p>\n","protected":false},"author":1,"featured_media":213154,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"fifu_image_url":"https:\/\/www.newswise.com\/images\/uploads\/2026\/05\/13\/6a0464e0ac134_ScreenShot2026-05-13194734986.png","fifu_image_alt":"","footnotes":""},"categories":[14],"tags":[],"class_list":["post-213153","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-artificial-intelligence"],"_links":{"self":[{"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/posts\/213153"}],"collection":[{"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/comments?post=213153"}],"version-history":[{"count":1,"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/posts\/213153\/revisions"}],"predecessor-version":[{"id":213155,"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/posts\/213153\/revisions\/213155"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/media\/213154"}],"wp:attachment":[{"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/media?parent=213153"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/categories?post=213153"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/tags?post=213153"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}