The article explores how quantum theory affects the way events can be ordered in time. They found that certain causal structures can only happen if they follow a specific pattern called the "siblings-on-cycles" property. This property is crucial for these structures to be possible according to quantum theory. The researchers also discovered that different types of causal structures can lead to either causal or non-causal connections in classical-deterministic scenarios.