Camera calibration using checkerboard pattern to get the intrinsic matrix, depends on the camera calibration accuracy. What is the effect of checkerboard size on the camera calibration accuracy ?
I would think because the black and white pattern or dark and light patterns are uniformly spaced and corner identification can be easily done . If the dimensions are known then intrinsic matrix like how you have mentioned are obtained with such fixed patterns ...