I've always wore "normal" joggers, been running, playing sport etc without a problem for decades.
Swapped to minimalist shoes, and bam, had shin splints for months, I assumed it was the amount I was running for a while before I realised it was just the shoes and their lack of support.
Went back to my normal shoes and got insole supports for my new shoes, the shin splints went away very quickly.
Turns out a lot of what works for you differs based on your foot shape. I happened to have a very high arch, and my foot couldn't handle the shoes with a low platform because it caused me to pronate. So either I go barefoot or I go decent support.