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In thermal shutdown, the FAULT/ is asserted. If by shutdown, you mean unpowered the FAULT/ is not asserted.
In the next case where En and ENUSB are both low, FAULT/ is not asserted.
Fault is only asserted on Over-current or Over-Temperature.