Nurses identify BPSD through comprehensive assessments that include patient history, behavioral observations, and input from family members or caregivers. Tools such as the Neuropsychiatric Inventory (NPI) and the Cohen-Mansfield Agitation Inventory can also aid in assessing the severity and types of symptoms.