Finding the causes of autism is proving far more difficult than finding factors associated with it. A new study of maternal health and autism reveals how the same medical diagnosis can represent different biological, environmental, and social circumstances. As federal initiatives search for preventable causes, the challenge may be distinguishing genuine risks from the fellow travelers that accompany them.