"Noncommunicable diseases (NCDs) kill 41 million people each year, equivalent to 74% of all deaths globally.Each year, 17 million people die from a NCD before age 70; 86% of these premature deaths occur in low- and middle-income countries.

Of all NCD deaths, 77% are in low- and middle-income countries. Cardiovascular diseases account for most NCD deaths, or 17.9 million people annually, followed by cancers (9.3 million), chronic respiratory diseases (4.1 million), and diabetes (2.0 million including kidney disease deaths caused by diabetes)

"Kenya private medical insurance companies collected 54.84* Billion Kenya shillings in gross direct premium income and paid 31.38* Billion Kenya Shillings in medical insurance claims for the year 2022-2023"

Our findings demonstrate LLMs' potential to transform patient care through personalization and efficiency, highlighting their role in enhancing healthcare delivery systems, reducing administrative burdens, and supporting decision-making processes.

"There is inadequate financing of advocacy communication and social mobilization for design  of nutrition specific education messages for vulnerable groups including food fortification messages developed that are not communicated for public consumption through the media."

"Scaled up nutrition education provides for awareness that can impact behavior in the adoption of positive health dietary practices that
promote nutrition. There was limited access to fortified foods for the rural and urban poor households in informal settings."