> Because published articles frequently omit key details

This is a frustrating aspect of studies. You have to contact the authors for full datasets. I can see why it would not be possible to publish them in the past due to limited space in printed publications. In today's world though every paper should be required to have their full datasets published to a website for others to have access to in order to verify and replicate.