The original book upon which the movie is based is told from the perspective of 15 different characters over 59 chapters. Split screens are used throughout much of the movie and this is designed to reflect the different perspectives of the characters.
Dr. Peabody: [examining compound leg fracture]
A man ain't so much different from a horse or a mule. Except maybe a horse or a mule might have a little more sense.