All the Vitamin D deficiency research suffers from the same inherent flaw. Vitamin D status can be a proxy for time spent outdoors, which can be a proxy for physical activity, exposure to fresh air, social interaction and other factors with beneficial effects on physical and mental health. Efforts to contril for these effects are fraught with their own inherent flaws.