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Discovering people's health-engagement activities leads to helping them manage their health, according to Praveen Deorani, senior data scientist at the Singapore Ministry of Health's Office of Healthcare Transformation.

The year was plagued by layoffs, slowing investments and an increased need for companies to prove their market value.

Grace Chang, cofounder and CEO of Kintsugi, says that the use of machine learning voice and biomarker technology can help spot clinical depression and anxiety in regular health discussions.

Also, Lunit signed multiple contracts this week to deliver its AI imaging software in Hong Kong, Mongolia, and Brazil.

DailyEndorphin's corporate team challenges will be added to Wellable's Wellness Platform.

Nomi Health appointed its first chief product officer, and Hims & Hers announced that its first chief medical officer has returned to the role.

Aegis Ventures' John Beadle discusses partnerships between venture capital firms and health systems, the move from direct-to-consumer to business-to-business models and what digital health investment could look like next year.

United Language Group's Leslie Iburg and Abigail Katz discuss the expiration of the federal public health emergency and what is needed to reach beneficiaries, including creating culturally relevant materials in multiple languages.

The company seeks to meet the rising demand for specialised care across Southeast Asia.

The execs spotlight the year's rise of home healthcare, drop in digital health investment and expanded use of AI, in addition to the value of virtual care.