I think it would depend - on how sophisticated the alarm system is, whether a staff member could have feasibly just forgotten to take a tag off or whether something else could set the alarm going.

A police officer would have to look at the whole circumstances and make a decision. The police officer would have to be satisfied that there are "reasonable grounds to suspect" that the person has a stolen item on them.