Scholarly articles are written by experts in the field and reviewed by other experts in a process called peer review. They include a lot of research and data and an extensive works cited list. They are published in scholarly, peer-reviewed journals.
Popular articles are written by professional writers or journalists for a general audience. They are not reviewed by experts in their field, and they rarely include a works cited list.