MUMBAI, India, Aug. 24 -- Intellectual Property India has published a patent application (202621081505 A) filed by Symbiosis International Deemed University on July 01, 2026, for A Multimodal Machine Learning Framework For Prenatal Depression Detection Using Digital Phenotyping.

Inventors include Dr. Priyanka V. Deshmukh; and Dr. Aniket K. Shahade.

The application for the patent was published on August 21, 2026, under issue no. 34/2026.

Abstract: ABSTRACT A MULTIMODAL MACHINE LEARNING FRAMEWORK FOR PRENATAL DEPRESSION DETECTION USING DIGITAL PHENOTYPING The present invention discloses a multimodal framework (100) for prenatal depression detection integrating smartphone sensors (112), voice analysis (114), and wearable physiological data ...