Healthful_Manny
New Member
Hi Everyone,
My name is Manny Duenas, and I am reaching out with permission from the S4ME admin team. I represent a small team of MIT-trained applied data scientists, AI/ML software engineers, and health economists, two of whom have been impacted by LC and other invisible illnesses. We are entered into this year's US TopX HHS AI and Tech Sprint for Invisible Illness. We are in the Cost of Illness Challenge Area wherein teams are asked to quantify the full impact of invisible illnesses to make costs visible, measurable, and impossible to ignore.
Our approach relies on two complementary platforms, and we would deeply value the community's expert feedback:
We are not yet fielding the CLCBI live. Instead, we are looking for critical feedback to refine it before broader distribution:
Timeline Note: We have only 6 days until our submission is locked and just under 2 weeks until our final presentation to the TopX HHS judging panel. We deeply appreciate your support and insights. Our goal is to ensure that decision-makers have the data they need to act with urgency and ambition equal to the impact these illnesses continue to have on global prosperity.
As someone who has lived much of his life at 30%, I know personally that every gift of time and energy comes at a high cost, and I deeply appreciate your support, but certainly not more than you feel able to provide.
With Sincere Gratitude,
Manny & Team Healthful

My name is Manny Duenas, and I am reaching out with permission from the S4ME admin team. I represent a small team of MIT-trained applied data scientists, AI/ML software engineers, and health economists, two of whom have been impacted by LC and other invisible illnesses. We are entered into this year's US TopX HHS AI and Tech Sprint for Invisible Illness. We are in the Cost of Illness Challenge Area wherein teams are asked to quantify the full impact of invisible illnesses to make costs visible, measurable, and impossible to ignore.
Our approach relies on two complementary platforms, and we would deeply value the community's expert feedback:
- National ROI Model: A transparent, extensible national model built by ingesting nearly 6,500 data sources to help policymakers understand the true economic cost of Long COVID, ME/CFS, and Lyme Disease. While the model is currently embargoed for the competition submission, we hope to share it during 1:1 feedback sessions. If you are willing to review it with us, you can book a 20-minute time with our team here: https://bit.ly/4vnfAs2.
- Community-Led COVID Burden Index (CLCBI): A draft assessment designed for anyone who has had COVID (diagnosed or not) to capture lost work, pay cuts, unpaid family care, out-of-pocket symptom management costs, and health-related quality of life decrements in one sitting.
We are not yet fielding the CLCBI live. Instead, we are looking for critical feedback to refine it before broader distribution:
- What is missing?
- What would you cut?
- Which questions are too hard or burdensome to answer?
Timeline Note: We have only 6 days until our submission is locked and just under 2 weeks until our final presentation to the TopX HHS judging panel. We deeply appreciate your support and insights. Our goal is to ensure that decision-makers have the data they need to act with urgency and ambition equal to the impact these illnesses continue to have on global prosperity.
As someone who has lived much of his life at 30%, I know personally that every gift of time and energy comes at a high cost, and I deeply appreciate your support, but certainly not more than you feel able to provide.
With Sincere Gratitude,
Manny & Team Healthful


