Prediction - Human Resource - Lecture Slides, Slides of Human Resource Management

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Location

Prediction

Identification

Invasion map of Anopheles gambiae s.l. in Brazil.

Predicted ranges of A , Anopheles arabiensis and B , A. gambiae developed from the native range models (Figure 1) and projected onto climate data from 1931 to 1960 for South America.( Levine et al 2004 ASTMH 70:105‐09).

Operational Map used during the Malaria and Yellow Fever

Aedes aegypti Eradication Campaigns

Landsat 30m data

LandsatLandsat ETM + 15m dataETM + 15m data

MutispectralMutispectral ThermalThermal

Imager at 5mImager at 5m

SPOT at 2.5m dataSPOT at 2.5m data IKONOS at 1IKONOS at 1 mm datadata QuickBirdQuickBird at 0.61mat 0.61m

EvolutionEvolution ofof satellitesatellite sensorsensor resolutionresolution

Progression of West Nile Virus Epidemic by Location and Time, 2002.

Effect of birds on the transmission

dynamics of WNV

Landscape

Why does WNV

activity peak in late

summer?

‐mosquitoes

‐weather

‐birds

Assistance from

MADs

WHY ??

• First sign of WNV activity
• Importance in the zoonotic cycle??

Crow Roost locations in Champaign and GIS Radio Tracking

QuickBird at 0.6 meter per pixel

WorldView at 0.2 meter pixel

QuickBird O.61m image of the Kangichiri,

Mwea Rice Scheme, Kenya

Operational Map used during the Eradication Campaigns 1950 ‐ 1962 versus

2010 QuickBird Satellite Image with 0.6 Meter resolution.

Key Input Elements:

Community Based = Evidence Based Data System

Entomological Data Menu

Adult Density

Indoor Biting Collections

EIR

Larval Abundance

Aquatic habitats

Habitat productivity

Family Information Menu

House location

House type

Children

Animals

Roof type

Cell phone number

Parasitology Data Menu

Thick smear

plasmodium type

therapy

Environmental Data Menu

flood pattern

shade

containers

water sources

Personal Protection Menu

bed nets

usage

types

location

Mosquito Control Menu

indoor type

outdoor

timing

A single location multiple data menu system

0.6m QuickBird

Image with digitized grid

0.6m QuickBird

Image with digitized grid

San Juan de Lurigancho Peru Valley

and Prison

Intensity of multidrug resistence of kernel estimation (red=cases, black=controls)

0

20000

40000

60000

80000

Simulation Model of MDR ‐ TB transmission overlaid on

Location ‐ based QuickBird data.

QuickBird at 0.6 meter per pixel

WorldView at 0.2 meter pixel

Ground control coordinates of Simulium damnosum s.l.

breeding sites on Landsat data with a 25 km buffer

around each collection site.

GIS polygon of Precambrian rock and associated hydrological

attribute data associated S. damnosum.

Remote masking of S.damnosum s.l. habitat

with Precambrian rock

Waste tire site in Jefferson County, Alabama

Backyard Swimming Pools Los Angeles County California.

GOES8 18 thermal bands,

CO 2 ,SO 2 ,ozone, water vapor Thermal 3 ‐D Atmosphere

MODIS CO (ppb)

MODIS Dust, water vapor

MODIS Chlorophyll

Band Data from Other Satellites used with QuickBird & WorldView

PHDIS

Web Services

LBI

Database

Spatial Analytics

Reporting Services

User Management

aWhere Enterprise Location‐Based Business Intelligence Environment Integrated Public Health Consortium

Field Staff Regional Offices Public Health Organizations Public Government Offices

Email Notifications and Reports Forums Blogs Web Map, Chart, Table Visualizations Query and Filtering Tools Downloads RSS Feeds Feedback/Upload SMS Web Services Data Feeds

Information Distribution and Feedback

Notification Services

WorldView‐ 2 imagery and derived habitat information

Digital Globe Data Center

Web Services

Databases

Health Data Sources

Content Management System

Historical data Survey data Clinical data Environmental data Census data Complaints Historical & Forecast Weather Government

Forecast models

Spatial Sampling

PHDIS:

a Portal to actionable insight

Integrated Malaria Surveillance System