Most older veterans with elevated pain intensity improved over time.
Higher baseline scores and age were associated with greater likelihood of improvement.
Mental health diagnoses were associated with lower likelihood of improvement.
Opioid prescription initiation was associated with lower likelihood of improvement.
Further study of heterogeneity in pain outcomes in older adults is needed.