Patients' involvement in e-health services quality assessment: A system for the automatic interpretation of SMS-based patients' feedback.

•We use patients’ perception of an outpatients reminder system to improve the service itself.•We extract such perceptions from their SMS responses to the reminder.•We automatically access the content of SMS messages.•We follow a machine learning based approach using CRFs.•The adoption of patients’ feedback show a positive impact on service functioning.