Physician Review Websites: Understanding Patient Satisfaction with Ophthalmologists Using Natural Language Processing.

Younger and male ophthalmologists received higher star ratings and sentiment analysis scores. Additionally, results indicated that words describing the ophthalmologist's pleasant personality and the visit's effectiveness most positively impacted a review, whereas descriptors of a wait or an unpleasant personality most negatively impacted a review.