In Lyme disease endemic areas, a noninvasive clinical prediction model to distinguish septic arthritis from Lyme arthritis would be useful, especially in children. A new study suggests that in highly selected patients, such prediction might be possible. But failure to recognize even a few cases of septic arthritis could have devastating consequences.