Great work! Really nicely done with great explanations for each section. I was wondering what you thought about maybe training the clinicians to screen these AF patients quickly and effectively in a clinic setting. If the provider is concerned about this discussion of OAC taking too much time is there a way you could train them to be more efficient? I am not sure how long a standard screening for risks takes from patient to patient but I am sure you could get better initiation of screening from providers if you supplied efficient ways at these educational lectures to assess AF patients. Just a thought but great work overall.