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Hobbit proposal
- 1. Hobbit Habit Observation by Big Information Technology intuinno
- 2. Problem • You are public health decision maker. • You have limited budget to promote healthy habit. • Which geographical region should I put this money ?
- 3. ASSUMPTIONS
- 4. Too Simple model of Human Health
- 5. Healthy Sick Traditional Model
- 6. New Model Healthy Sick Healthy habit UnHealthy habit
- 7. Problem • You are public health decision maker. • You have limited budget to promote healthy habit. • Which geographical region should I put this money ?
- 8. What if we can find the regions where the life style is most unhealthy, or the life style is getting worse quickest?
- 9. Why worst?
- 10. How?
- 13. Similar success • Google Flu trend
- 14. Google • Targets Influenza • Monitor search keywords Hobbit • Targets Chronic diseases • Monitor distributed sensor outputs
- 15. DETAILS
- 16. Math tools • Moving average • State vs Differential • Population adjusted • Weight adjustment – By machine learning algorithm – By human input
- 17. Healthy habbit Score • Fitness – a1 * dist + a2 * duration + a3 * calories • Routine – b1 * steps + b2 * calories + b3 * distance • Nutrition – c1 * (carbohydrates/calory) + c2 * (carbohydrates/calory) • Sleep – d1 * (number of waking up)
- 18. Limitation • Socio-economic bias from Wearable sensors • Validic does not provide location data
- 19. Other ideas • Different organization will need different coefficients. -> Use Line up to get the custom ranking • Connect to EHR and other data formats like income, crime