PREDICTING DISEASES. SAVING LIVES.[In Silicon Valley] Dr Dhesi pitching during the top 5 startups in...
Transcript of PREDICTING DISEASES. SAVING LIVES.[In Silicon Valley] Dr Dhesi pitching during the top 5 startups in...
ARTIFICIAL INTELLIGENCE IN MEDICAL EPIDEMIOLOGY
PREDICTING DISEASES. SAVING LIVES.
MALARIA
DENGUE
MEASLES
FLUHIV/AIDS
CHIKUNGUNYA
EBOLA
CVD
17.3M
deaths
TB
GONORRHEA
CHOLERA
ZIKA
POLIO
DENGUE2.5B at RISK
TB1.5 Million
Deaths
HIV/AIDS40M
Infected
FLU100
Million
Deaths
EBOLA90%
fatality
GONORRHEA498M Cases
MALARIA219
Million
CHOLERA
4 Million
Cases
400M denguecases
ANNUALLY
DENGUE & ZIKA WORLDWIDE
2.5 BILLIONAT RISK
>1MZikacases
SO FAR
Image Source: HealthMap
BRAZIL
$>3.5 B
DENGUE & ZIKA ECONOMIC IMPACT
$1.3 BDENGUE
ZIKA
CURRENT RESPONSE
PASSIVE 76.90%
SENTINEL 19.20%
ACTIVE3.90%
OUTBREAK MANAGEMENT
UNKNOWN
OUTBREAK
AREAS
UNPLANNED
MANAGEMENT
HEALTH
CAMPAIGNSFOGGING &
LARVICIDING
GENETICALLY
MODIFIED
MOSQUITOES
Tech Approach: Dengue-ZIKA EPIDEMIOLOGY + AI
WEATHER DATA
ENVIRONMENT DATA
HUMAN MOVEMENT
DATA
EPIDEMIOLOGY DATA
COMPARATIVE DATA
272 VariablesLakes
Parks
Constructions Sites
Weather temperature
Sunrise time
Dengue & Zika cases
First Day of Symptoms
Humidity
Wind speed & direction
Cloud coverage
Dew Point
Pressure
Visibility
Feature Selection
30 Days Prediction
14 Days Prediction
7 Days Prediction
LIVE, Dynamic & 100 Days Ahead (Ranges from hours to days)
ACCURACY: 81.55%
Magnitude Dynamic Prediction up to 100 Days in Advance
GOVERNMENTS &
MULTILATERAL ORGANIZATIONS
PUBLIC HEALTH OFFICERS
(VIA ANALYTICS INTERFACE)
USERS OF THE COMMUNITY (VIA
APP)
BACKED BYUSED BY
AIME PREDICTION AND ANALYTICS FEATURES
PREDICTION REAL
TIME
LOCATION &
MAGNITUDE
ANALYTICS
EPID CURVE &
REPORT
3. Addition of a Reward System.For each validated and confirmed
breeding site uploaded, users would
be able to obtain “Webe Points”.
These points could then later by
exchanged by rewards set by telco /
local / state government to the
Community.
PICTURE UPLOADED
REWARD A
“POINT”DO
NOTHING
IS IT
VALID?
Y
E
S
N
O
With this, administrators of the app would be able to mark
an area in the map, and send notifications to the users
of the app (both once a user enters the marked area, and
once the campaign starts).
The idea of the campaign is to clean and remove areas
that show breeding sites that have been reported in the
app. Administrators will be able to give
“Points/Credits/Movie Pass”
4. Ability for Administrators to open “Health Campaigns”
PUBLIC HEALTH
OFFICE
HEALTH
CENTER
[SYSTEM]
Remote data input
interface (REDINT)
CENTRALIZED
DATABASE [SYSTEM]
- Data Analytics Interface
(DAI)
- Data Prediction Interface
(PINT)
- User mgmt and operation
mgmt interfaces (UMI and
OMI).
AIME MAIN SYSTEM
Within 23 Seconds We Tap 272 Variables For Prediction
AIME MOBILE SYSTEM
AIME’S ACHIEVEMENTS GLOBALLY
GLOBAL TRACTION
Weather HotspotsDengue Construction
Bayesian Network
Bayes Model
Evidence Instantiation
GLM
MapReduce
Regression Coeffs
Table
GLM
Predict
Single
Tree
Drive
Decision Tree
Table
Single
Tree
Predict
Predicted Cases Outbreak Likelihood Hotspot Likelihood
Prediction
DISEASE ANALYTICS
93.0%Sensitivity
79.3%Specificity
VALIDATED
FIELDTESTED88.6%
Accuracy
84.11%5 days of Data AnalysisWith Limited Resources
Accuracy of
DISEASE ANALYTICS
30 Days Prediction
84.87%
MANILA, Philippines
ZIKAPREDICTION87.45%
AIME PILOT WITH RIO CITY HEALTH DEPARTMENT
MANILA, PHILIPPINES
JULY, 2016
AIME Inc WITH THE GOVERNEMT OF PHILIPPINES
CALIFORNIA, USA
MARCH 2016
AIME AWARDED FOR ITS EFFORT FROM
THE CLINTON FOUNDATION
LONDON, UK
APRIL 2016
AIME, WINNER OF KING’S COLLEGE LIFE
SCIENCE AWARD
MASSACHUSETTS, USA
JULY, 2016
AIME AS THE GLOBAL
TOP 8 HEALTH INNOVATOR AWARD
Top 10 Exceptional Scientist & Innovations of the United Nations Solution
Summit during the United Nations General Assembly 2016, New York
AIME Inc invited as EXPERTS
to lead Vaccine Deployment site in United States of America & Latin America
FORBES TOP 40 WORLD CHANGERS
[In Silicon Valley] Dr Dhesi pitching during
the top 5 startups in Singularity University,
Silicon Valley graduate program 1.jpg
TOP 5 PROJECT IN NASA AMES RESEARCH PARK,
SILICON VALLEY, CALIFORNIA
@AIMEforLIFE
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