Only in small papers. Once the project is big or multi-disciplinary enough that co-first and co-last authorship become a thing, it's quite common that no single person fully understands the paper.
Ideally, but often not true of large complex studies. Typical example is that only a middle author statistician understands the details of data analysis. Also commonly true in quantitative genetics.