Retraction notice to “Knowledge-guided machine learning captures key mechanistic pathways for better predicting spatio-temporal patterns of growing season N₂O emissions in the U.S. Midwest” [Agricultural and Forest Meteorology 373 (2025) 110750] (Agricultural and Forest Meteorology (2025) 373, (S0168192325003697), (10.1016/j.agrformet.2025.110750))

This article has been retracted: please see Elsevier policy on article withdrawal (https://www.elsevier.com/about/policies-and-standards/article-withdrawal). This article is retracted at the request of the Authors. Following publication of this article, the authors found significant errors in model selection and data processing that affected the results and conclusions. After correcting the errors, key findings remain, but some conclusions are no longer reliable, and most figures need updating, which would be too extensive to address in a corrigendum. The authors apologize deeply for their oversight and any inconvenience brought to the readers and the journal, and intend to submit a thoroughly revised manuscript with extended analysis.