Yes, temporal relationships can sometimes be misleading. For instance, if an outcome naturally fluctuates over time, it might appear to be associated with a particular exposure even when no causal relationship exists. Additionally, confounding factors can create spurious temporal relationships. Therefore, it's essential to use robust study designs and statistical methods to account for these potential pitfalls.
