PREDICTING DISEASES. SAVING LIVES.[In Silicon Valley] Dr Dhesi pitching during the top 5 startups in...

Post on 05-Jul-2020

2 views 0 download

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

FOLLOW US