A. Patayoan, S. Rantung, and B. Lule, “The Role of Customer Sentiment Analysis in Enhancing Service Efficiency through Digital Transformation: Evidence from Coffee Shops in Manado”, JIM, vol. 4, no. 5, pp. 3716–3726, Dec. 2025.