尊敬的 微信汇率:1円 ≈ 0.046166 元 支付宝汇率:1円 ≈ 0.046257元 [退出登录]
SlideShare a Scribd company logo
PCAARRD Training, 23-27 May 2016, Central Luzon State University
Dr. Romeo S. Gundran
Professor
College of Veterinary Science and Medicine
Central Luzon State University
OUTBREAK INVESTIGATION
Examples of Emerging & Re-Emerging Diseases
On the average, 1 newly
identified infectious disease
every year for each of the
last 30 years (WHO)
Emerging Infectious Disease
Events Center, Lipa City, Batangas • April 15, 2010
PCAARRD Training, 23-27 May 2016, Central Luzon State University
A-Zoonotic/wild B-Zoonotic/domestic
D-Vector-borneC-Drug resistant
Events Center, Lipa City, Batangas • April 15, 2010
PCAARRD Training, 23-27 May 2016, Central Luzon State University
0
10
20
30
40
50
60
70
80
90
1
4
7
10
13
16
19
22
25
28
31
34
37
40
DAY
CASES
Early Detection & Response
First
Case
Detection/
Reporting
Lab
ConfirmationResponse
Opportunity
for control
0
10
20
30
40
50
60
70
80
90
1
4
7
10
13
16
19
22
25
28
31
34
37
40
CASES
Lab
ConfirmationResponse
Opportunity
for control
Detection/
Reporting
First
Case
Usual Scenario
Outbreak
• A short-term epidemic or a series of
disease events that are clustered in time
and space
Outbreak investigation
• A systematic procedure to help identify
causes and sources of outbreaks to
control and prevent possible future ones
Definitions
Events Center, Lipa City, Batangas • April 15, 2010
PCAARRD Training, 23-27 May 2016, Central Luzon State University
1. Determine the cause of the outbreak
2. Determine the source of the outbreak
3. Determine the extent of the outbreak
4. Determine the best control strategy
Four Objectives of
Outbreak investigations
Events Center, Lipa City, Batangas • April 15, 2010
PCAARRD Training, 23-27 May 2016, Central Luzon State University
The 9 Steps of
Outbreak Investigation
1. Confirm the Diagnosis
2. Case Definition
3. Confirm the Outbreak
4. Collect data
5. Check and Analyze Data
6. Clarify the Hypothesis
7. Control and Preventive Measures
8. Continue Intensive Investigation
9. Communicate the Findings
Events Center, Lipa City, Batangas • April 15, 2010
PCAARRD Training, 23-27 May 2016, Central Luzon State University
Some Methods Used to
Confirm a Provisional Diagnosis
• History • Behaviour • Clinical signs
• Physical examination • Autopsy
• Molecular biology • Microbiology
• Serology • Epidemiology • Response to
therapy • Production • Economics
• Biochemistry • Physiology • Imaging
• Transmission tests
Give some methods to use
Events Center, Lipa City, Batangas • April 15, 2010
PCAARRD Training, 23-27 May 2016, Central Luzon State University
The 9 Steps of
Outbreak Investigation
1. Confirm the Diagnosis
2. Case Definition
3. Confirm the Outbreak
4. Collect data
5. Check and Analyze Data
6. Clarify the Hypothesis
7. Control and Preventive Measures
8. Continue Intensive Investigation
9. Communicate the Findings
Events Center, Lipa City, Batangas • April 15, 2010
PCAARRD Training, 23-27 May 2016, Central Luzon State University
Case Definition
• A case definition is a set of standard
criteria that should be uniformly
applied for identifying a diseased
animal or an outbreak during
investigation.
Events Center, Lipa City, Batangas • April 15, 2010
PCAARRD Training, 23-27 May 2016, Central Luzon State University
A case definition may have several
sets of diagnostic criteria:
1. Clinical criteria: clinical signs and
symptoms
2. Pathology
3. Laboratory criteria for diagnosis
4. Epidemiologic criteria: animal, place
and time
Events Center, Lipa City, Batangas • April 15, 2010
PCAARRD Training, 23-27 May 2016, Central Luzon State University
Case Definition: FMD
• An animal exhibiting the “presence of
vesicular lesions in the mouth and tongue,
and between the coronary band and the
hoof” and with serological information such
as detection of specific FMD antibody
response using Virus Neutralization test
(VNT) or ELISA.
Events Center, Lipa City, Batangas • April 15, 2010
PCAARRD Training, 23-27 May 2016, Central Luzon State University
Case Definition: Example
A bird showing acute, unexplained high mortality
in a poultry population associated with
respiratory and neurologic symptoms,
hemorrhages in the shank, dark red to bluish
discoloration of the comb and wattle, facial
edema, ruffled feathers and depression. The
mortality is at least 3% in commercial farms,
increasing two-folds or more over the next 3
days. With laboratory confirmation through viral
isolation or antigen detection.
Events Center, Lipa City, Batangas • April 15, 2010
PCAARRD Training, 23-27 May 2016, Central Luzon State University
Brief Workshop
Give your Case Definition for:
1. PRRS
2. PED
3. Hog Cholera
4. PCV2
Events Center, Lipa City, Batangas • April 15, 2010
PCAARRD Training, 23-27 May 2016, Central Luzon State University
The 9 Steps of
Outbreak Investigation
1. Confirm the Diagnosis
2. Case Definition
3. Confirm the Outbreak
4. Collect data
5. Check and Analyze Data
6. Clarify the Hypothesis
7. Control and Preventive Measures
8. Continue Intensive Investigation
9. Communicate the Findings
Events Center, Lipa City, Batangas • April 15, 2010
PCAARRD Training, 23-27 May 2016, Central Luzon State University
Confirm the Outbreak
An outbreak exists when excess of
cases is seen from
–Surveillance records
–Farm records
–Data from field reports
–Field surveys
Events Center, Lipa City, Batangas • April 15, 2010
PCAARRD Training, 23-27 May 2016, Central Luzon State University
Graphs of endemic and sporadic
diseases
Events Center, Lipa City, Batangas • April 15, 2010
PCAARRD Training, 23-27 May 2016, Central Luzon State University
Levels of Disease
• Sporadic disease: one that occurs only
occasionally, i.e., generally absent, and
unpredictable
• Endemic disease: When diseases occur at
a predictable frequency with slight deviations
only.
• Epidemic disease occurs above expected
frequency in a population or given area over
a particular period of time, i.e., disease
events cluster in both place and time.
Events Center, Lipa City, Batangas • April 15, 2010
PCAARRD Training, 23-27 May 2016, Central Luzon State University
Confirm the Outbreak
For a disease to qualify as an outbreak:
Must register a substantial number
of cases per unit of time above the
long-run average in the entire herd
or population.
Events Center, Lipa City, Batangas • April 15, 2010
PCAARRD Training, 23-27 May 2016, Central Luzon State University
The 9 Steps of
Outbreak Investigation
1. Confirm the Diagnosis
2. Case Definition
3. Confirm the Outbreak
4. Collect data
5. Check and Analyze Data
6. Clarify the Hypothesis
7. Control and Preventive Measures
8. Continue Intensive Investigation
9. Communicate the Findings
Events Center, Lipa City, Batangas • April 15, 2010
PCAARRD Training, 23-27 May 2016, Central Luzon State University
Basic Questions to Ask:
Events Center, Lipa City, Batangas • April 15, 2010
PCAARRD Training, 23-27 May 2016, Central Luzon State University
The 9 Steps of
Outbreak Investigation
1. Confirm the Diagnosis
2. Case Definition
3. Confirm the Outbreak
4. Collect data
5. Check and Analyze Data
6. Clarify the Hypothesis
7. Control and Preventive Measures
8. Continue Intensive Investigation
9. Communicate the Findings
Events Center, Lipa City, Batangas • April 15, 2010
PCAARRD Training, 23-27 May 2016, Central Luzon State University
Check and analyze outbreak data
Essential patterns to describe an outbreak
Events Center, Lipa City, Batangas • April 15, 2010
PCAARRD Training, 23-27 May 2016, Central Luzon State University
Does your
outbreak
investigation
contain ATP?
• When did the outbreak likely began?
• Draw an epidemic curve
• Estimate mean, minimum and maximum
incubation period
• Determine whether outbreak is common
source, propagated or both
• When does the disease occur commonly?
Time
Events Center, Lipa City, Batangas • April 15, 2010
PCAARRD Training, 23-27 May 2016, Central Luzon State University
There are three basic time spans used to
describe temporal patterns:
1. An epidemic period, which is of variable
length depending on the duration of the
particular epidemic;
2. A 12-month period to describe
seasonal patterns;
3. An indefinitely long period of years to
identify long-term trends.
Time
Events Center, Lipa City, Batangas • April 15, 2010
PCAARRD Training, 23-27 May 2016, Central Luzon State University
Time
• Basic Parts of an Epidemic Curve
Estimating the range and mean incubation period using an
epidemic curve where the time of exposure is known
Temporal Pattern of PRRS
Outbreaks in Vietnam, 2007-2009
0
2000
4000
6000
8000
10000
12000
Mar-07
Apr-07
May-07
Jun-07
Jul-07
Aug-07
Sep-07
Oct-07
Nov-07
Dec-07
Jan-08
Feb-08
Mar-08
Apr-08
May-08
Jun-08
Jul-08
Aug-08
Sep-08
Oct-08
Nov-08
Dec-08
Jan-09
Feb-09
Mar-09
Apr-09
May-09
Jun-09
Jul-09
Aug-09
NumberofCases
Epidemic
curves of
common
source and
propagated
epidemics.
Common source epidemic
Common Source Epidemic
Large population is exposed for a short
period of time.
Sharp upward slope
and a gradual
downward slope
Period of exposure is
brief, and all cases
occur within one
incubation period
Events Center, Lipa City, Batangas • April 15, 2010
PCAARRD Training, 23-27 May 2016, Central Luzon State University
Propagated Epidemic
Propagated Epidemic
Events Center, Lipa City, Batangas • April 15, 2010
PCAARRD Training, 23-27 May 2016, Central Luzon State University
Propagated Epidemic
Is spread from animal to animal
Can last longer than common source
outbreaks
May have multiple waves
Has progressively taller peaks, an
incubation period
apart
Events Center, Lipa City, Batangas • April 15, 2010
PCAARRD Training, 23-27 May 2016, Central Luzon State University
Place
Where the cases clustering geographically
Where the rates of disease highest or
lowest
How far the disease has spread
Where contact between susceptible host
and causative agent likely occurred
Events Center, Lipa City, Batangas • April 15, 2010
PCAARRD Training, 23-27 May 2016, Central Luzon State University
Any pattern?
Any pattern?
Spatial Distribution of PRRS
in Nueva Ecija
Spatio-temporal Pattern of PRRS
in Nueva Ecija
JULY AUGUST
SEPTEMBER OCTOBER & DECEMBER
Legend
Higher cases
(2003-2007)
Lowest cases
Spot map of Cases
Animal
• What animal or which group of animals is
getting the disease?
• Are there any characteristics specific for
the affected group of animals?
– Sex, Age, Breed, Weight
• What animals will likely be affected if the
outbreak continues?
Events Center, Lipa City, Batangas • April 15, 2010
PCAARRD Training, 23-27 May 2016, Central Luzon State University
Analyze the Data
Factor-specific attack rates for
such factors as age, breed, sex,
feed, pen, management system etc.
are computed and arranged in an
attack rate table
Events Center, Lipa City, Batangas • April 15, 2010
PCAARRD Training, 23-27 May 2016, Central Luzon State University
Attack Rate
Attack rate is calculated as the number of
new cases divided by the number of
animals at risk at the beginning of the
outbreak
• Attack rate = number of new cases
number of animals at risk at start of outbreak
•Attack rates are expressed as percentages
Events Center, Lipa City, Batangas • April 15, 2010
PCAARRD Training, 23-27 May 2016, Central Luzon State University
Attack Rate
The higher the attack rate difference and the relative risk, the more
important the specific factor is, in increasing the risk of disease
Events Center, Lipa City, Batangas • April 15, 2010
PCAARRD Training, 23-27 May 2016, Central Luzon State University
Attack Rate Table
Factor With factor Without factor Attack
Rate
Difference
Relative
Risk
Dead Total AR Dead Total AR
Breed A 300 1000 30 100 1000 10 20 3
Age Y 200 500 80 1500
Location X 200 800 120 1200
Factor With factor Without factor Attack
Rate
Difference
Relative
Risk
Dead Total AR Dead Total AR
Breed A 300 1000 30 100 1000 10 20 3
Age Y 200 500 40 80 1500 5.3 34.7 7.5
Location X 200 800 25 120 1200 10 15 2.5
The higher the attack rate difference and the relative risk, the more
important the specific factor is, in increasing the risk of disease
The 9 Steps of
Outbreak Investigation
1. Confirm the Diagnosis
2. Case Definition
3. Confirm the Outbreak
4. Collect data
5. Check and Analyze Data
6. Clarify the Hypothesis
7. Control and Preventive Measures
8. Continue Intensive Investigation
9. Communicate the Findings
Events Center, Lipa City, Batangas • April 15, 2010
PCAARRD Training, 23-27 May 2016, Central Luzon State University
Establish a Working Hypothesis
Events Center, Lipa City, Batangas • April 15, 2010
PCAARRD Training, 23-27 May 2016, Central Luzon State University
Establish a Working Hypotheses
Based on analysis of time, place and
animal data, working hypotheses are
developed for further investigation
Can be used to determine
– whether the outbreak is common source or
propagating
– the mode of transmission – contact, vehicle,
vector
Events Center, Lipa City, Batangas • April 15, 2010
PCAARRD Training, 23-27 May 2016, Central Luzon State University
The 9 Steps of
Outbreak Investigation
1. Confirm the Diagnosis
2. Case Definition
3. Confirm the Outbreak
4. Collect data
5. Check and Analyze Data
6. Clarify the Hypothesis
7. Control and Preventive Measures
8. Continue Intensive Investigation
9. Communicate the Findings
Events Center, Lipa City, Batangas • April 15, 2010
PCAARRD Training, 23-27 May 2016, Central Luzon State University
Implement Control and
Preventive Measures
Strategies to stop the outbreak
must be put in place as soon as
possible and will often be
undertaken in the absence of
conclusive findings.
Events Center, Lipa City, Batangas • April 15, 2010
PCAARRD Training, 23-27 May 2016, Central Luzon State University
Objectives:
1. To prevent disease transmission to
humans
2. To end the outbreak
3. To ensure that the risk of similar
outbreak is reduced
4. To prevent similar outbreaks in the
future
Implement Control and
Preventive Measures
Events Center, Lipa City, Batangas • April 15, 2010
PCAARRD Training, 23-27 May 2016, Central Luzon State University
1. Specific treatments
2. Vaccination
3. Changes in nutrition, feed ingredients
and/or management factors
4. Isolation or quarantine
5. Surveillance of the affected population
and other at-risk populations for evidence
of further spread and new cases
Implement Control and
Preventive Measures
Events Center, Lipa City, Batangas • April 15, 2010
PCAARRD Training, 23-27 May 2016, Central Luzon State University
6. Changes in environment and/or housing
7. Implement strict biosecurity measures
8. Safe destruction and disposal of contaminated
waste or other infectious materials
9. Disinfection and decontamination
10.Salvage sale or slaughter of animals
11.Raise the public awareness
Implement Control and
Preventive Measures
Events Center, Lipa City, Batangas • April 15, 2010
PCAARRD Training, 23-27 May 2016, Central Luzon State University
The 9 Steps of
Outbreak Investigation
1. Confirm the Diagnosis
2. Case Definition
3. Confirm the Outbreak
4. Collect data
5. Check and Analyze Data
6. Clarify the Hypothesis
7. Control and Preventive Measures
8. Continue Intensive Investigation
9. Communicate the Findings
Events Center, Lipa City, Batangas • April 15, 2010
PCAARRD Training, 23-27 May 2016, Central Luzon State University
From Pierre Formenty, WHO
Events Center, Lipa City, Batangas • April 15, 2010
PCAARRD Training, 23-27 May 2016, Central Luzon State University
1. Detailed pathological, serological,
microbiological and virological
examination of affected and unaffected
animals to determine the likely cause
2. Cross-sectional serological survey of all
units/sheds to determine the extent and
progress of infection;
3. Surveys of animals in contact to
determine whether infection had spread
Continue Intensive Investigations
Events Center, Lipa City, Batangas • April 15, 2010
PCAARRD Training, 23-27 May 2016, Central Luzon State University
4. Testing of archived sera to demonstrate that it
was a new infection not previously present in the
animal population
5. Interview and testing of workers and others
potentially exposed in order to evaluate public
health risks
6. Serology on other species as potential sources
7. Serology and virus isolation on possible reservoir
to support the hypothesis that they were the
likely source.
Continue Intensive Investigations
Events Center, Lipa City, Batangas • April 15, 2010
PCAARRD Training, 23-27 May 2016, Central Luzon State University
Contact Tracing
Backward and forward tracing
Follow movement of animals
Detect new cases from possible
contacts
Interview of affected and unaffected
people/communities
Determine extent of outbreak zone
Events Center, Lipa City, Batangas • April 15, 2010
PCAARRD Training, 23-27 May 2016, Central Luzon State University
TIMELINE
July 5
Rich farmer
rented 1 male
buffalo for
breeding 3
female
buffaloes
July 10 July 22 July 25 July 28
Delivery of
feeds
By truck
Purchase of pork
from neighboring
village, cooked
and eaten
Visit of Technician
Purchase 2
piglets
From
middleman.
Unknown place
Events Center, Lipa City, Batangas • April 15, 2010
PCAARRD Training, 23-27 May 2016, Central Luzon State University
The 9 Steps of
Outbreak Investigation
1. Confirm the Diagnosis
2. Case Definition
3. Confirm the Outbreak
4. Collect data
5. Check and Analyze Data
6. Clarify the Hypothesis
7. Control and Preventive Measures
8. Continue Intensive Investigation
9. Communicate the Findings
Events Center, Lipa City, Batangas • April 15, 2010
PCAARRD Training, 23-27 May 2016, Central Luzon State University
Report the Findings
For substantial investigations the report should
contain the following sections:
1. Summary
2. Background/Introduction
3. Objectives
4. Methods
5. Results
6. Conclusions
7. Recommendations
Events Center, Lipa City, Batangas • April 15, 2010
PCAARRD Training, 23-27 May 2016, Central Luzon State University

More Related Content

What's hot

Laboratory diagnosis of covid 19 disease
Laboratory diagnosis of covid 19 diseaseLaboratory diagnosis of covid 19 disease
Laboratory diagnosis of covid 19 disease
JNMC AMU, Aligarh, India
 
Outbreak – investigation & management
Outbreak – investigation & managementOutbreak – investigation & management
Outbreak – investigation & management
Jeba Jane
 
outbreak investigations
outbreak investigationsoutbreak investigations
outbreak investigations
Mona Mustafa
 
Monkeypox Outbreak 2022.pptx
Monkeypox Outbreak 2022.pptxMonkeypox Outbreak 2022.pptx
Monkeypox Outbreak 2022.pptx
Kholoud Elshiwy
 
Outbreak investigation steps
Outbreak investigation stepsOutbreak investigation steps
Outbreak investigation steps
Abdiwali Abdullahi Abdiwali
 
Using a One Health Approach to Control Zoonotic Diseases: Tuberculosis as an ...
Using a One Health Approach to Control Zoonotic Diseases: Tuberculosis as an ...Using a One Health Approach to Control Zoonotic Diseases: Tuberculosis as an ...
Using a One Health Approach to Control Zoonotic Diseases: Tuberculosis as an ...
Global Risk Forum GRFDavos
 
International Threats of Zoonotic Diseases - International Conference on One ...
International Threats of Zoonotic Diseases - International Conference on One ...International Threats of Zoonotic Diseases - International Conference on One ...
International Threats of Zoonotic Diseases - International Conference on One ...
Tata Naipospos
 
One Health: Concept and applications
One Health: Concept and applicationsOne Health: Concept and applications
One Health: Concept and applications
ILRI
 
Emerging infections
Emerging infectionsEmerging infections
Emerging infections
mohammed Abo Elmagd
 
West nile fever
West nile feverWest nile fever
West nile fever
karimbscdu
 
Bacterial Zoonotic diseases of pets
Bacterial Zoonotic diseases of petsBacterial Zoonotic diseases of pets
Bacterial Zoonotic diseases of pets
Junaid Jabbar Khan
 
Emerging & re emerging infections
Emerging & re emerging infectionsEmerging & re emerging infections
Emerging & re emerging infections
swati shikha
 
About common Zoonoses
About common ZoonosesAbout common Zoonoses
About common Zoonoses
PANKAJ DHAKA
 
Outbreak – management
Outbreak – managementOutbreak – management
Outbreak – management
Janedoctor
 
Listeria
ListeriaListeria
Listeria
azizkhan1995
 
Cryptosporidium
CryptosporidiumCryptosporidium
Cryptosporidium
Snehil Gupta
 
Epidemic Curve
Epidemic CurveEpidemic Curve
Epidemic Curve
Jen-Hsiang Chuang
 
Nipah virus
Nipah virusNipah virus
Nipah virus
Dr A V Patil
 
public health surveillance
public health surveillance public health surveillance
public health surveillance
Public Health Update
 
Emerging and reemerging infections
Emerging and reemerging infectionsEmerging and reemerging infections
Emerging and reemerging infections
90TrishaR
 

What's hot (20)

Laboratory diagnosis of covid 19 disease
Laboratory diagnosis of covid 19 diseaseLaboratory diagnosis of covid 19 disease
Laboratory diagnosis of covid 19 disease
 
Outbreak – investigation & management
Outbreak – investigation & managementOutbreak – investigation & management
Outbreak – investigation & management
 
outbreak investigations
outbreak investigationsoutbreak investigations
outbreak investigations
 
Monkeypox Outbreak 2022.pptx
Monkeypox Outbreak 2022.pptxMonkeypox Outbreak 2022.pptx
Monkeypox Outbreak 2022.pptx
 
Outbreak investigation steps
Outbreak investigation stepsOutbreak investigation steps
Outbreak investigation steps
 
Using a One Health Approach to Control Zoonotic Diseases: Tuberculosis as an ...
Using a One Health Approach to Control Zoonotic Diseases: Tuberculosis as an ...Using a One Health Approach to Control Zoonotic Diseases: Tuberculosis as an ...
Using a One Health Approach to Control Zoonotic Diseases: Tuberculosis as an ...
 
International Threats of Zoonotic Diseases - International Conference on One ...
International Threats of Zoonotic Diseases - International Conference on One ...International Threats of Zoonotic Diseases - International Conference on One ...
International Threats of Zoonotic Diseases - International Conference on One ...
 
One Health: Concept and applications
One Health: Concept and applicationsOne Health: Concept and applications
One Health: Concept and applications
 
Emerging infections
Emerging infectionsEmerging infections
Emerging infections
 
West nile fever
West nile feverWest nile fever
West nile fever
 
Bacterial Zoonotic diseases of pets
Bacterial Zoonotic diseases of petsBacterial Zoonotic diseases of pets
Bacterial Zoonotic diseases of pets
 
Emerging & re emerging infections
Emerging & re emerging infectionsEmerging & re emerging infections
Emerging & re emerging infections
 
About common Zoonoses
About common ZoonosesAbout common Zoonoses
About common Zoonoses
 
Outbreak – management
Outbreak – managementOutbreak – management
Outbreak – management
 
Listeria
ListeriaListeria
Listeria
 
Cryptosporidium
CryptosporidiumCryptosporidium
Cryptosporidium
 
Epidemic Curve
Epidemic CurveEpidemic Curve
Epidemic Curve
 
Nipah virus
Nipah virusNipah virus
Nipah virus
 
public health surveillance
public health surveillance public health surveillance
public health surveillance
 
Emerging and reemerging infections
Emerging and reemerging infectionsEmerging and reemerging infections
Emerging and reemerging infections
 

Viewers also liked

Outbreak investigation
Outbreak investigationOutbreak investigation
Outbreak investigation
Amandeep Kaur
 
Outbreak investigation
Outbreak investigationOutbreak investigation
Outbreak investigation
Dr. Faisal Al Haddad
 
Outbreak Investigation
Outbreak InvestigationOutbreak Investigation
Outbreak Investigation
Devendra Niranjan
 
outbreak investigation - types of epidemics and investigating them
outbreak investigation - types of epidemics and investigating themoutbreak investigation - types of epidemics and investigating them
outbreak investigation - types of epidemics and investigating them
Timiresh Das
 
12 Ronnie Domingo (Phils)
12 Ronnie Domingo (Phils)12 Ronnie Domingo (Phils)
12 Ronnie Domingo (Phils)
Perez Eric
 
Diagnosis, sensitivity and specificity
Diagnosis, sensitivity and specificityDiagnosis, sensitivity and specificity
Diagnosis, sensitivity and specificity
CLBSVHTTCNCKH
 
Sensitivity and Specificity in Predictive Modeling
Sensitivity and Specificity in Predictive ModelingSensitivity and Specificity in Predictive Modeling
Sensitivity and Specificity in Predictive Modeling
Sarajit Poddar, GPHR, HRMP
 
Sensitivity & Specificity ( Andy Ni)
Sensitivity &  Specificity ( Andy  Ni)Sensitivity &  Specificity ( Andy  Ni)
Sensitivity & Specificity ( Andy Ni)
ayi Furqon
 
Outbreak invest. last
Outbreak invest. lastOutbreak invest. last
Outbreak invest. last
Mesfin Mulugeta
 
Fetp outbreak i
Fetp outbreak iFetp outbreak i
Fetp outbreak i
Ghazi Sharkas
 
November 2009 Selected Zoonotic Diseases Conference Call
November 2009 Selected Zoonotic Diseases Conference CallNovember 2009 Selected Zoonotic Diseases Conference Call
November 2009 Selected Zoonotic Diseases Conference Call
goa4
 
Outbreak investigation
Outbreak investigationOutbreak investigation
Outbreak investigation
ismailzai
 
Dhs บรรยายมหาวิทยาลัยคริสเตียน
Dhs บรรยายมหาวิทยาลัยคริสเตียนDhs บรรยายมหาวิทยาลัยคริสเตียน
Dhs บรรยายมหาวิทยาลัยคริสเตียน
Chuchai Sornchumni
 
District Health Planning for PIP
District Health Planning for PIPDistrict Health Planning for PIP
District Health Planning for PIP
Akhilesh Bhargava
 
DISTRICT HEALTH ACTION PLAN
DISTRICT HEALTH ACTION PLANDISTRICT HEALTH ACTION PLAN
DISTRICT HEALTH ACTION PLAN
Priyamadhaba Behera
 
Predictive value and likelihood ratio
Predictive value and likelihood ratio Predictive value and likelihood ratio
Predictive value and likelihood ratio
Abino David
 
*World Health Day 2014 Vector Borne Ds - Dr Priya*
*World Health Day 2014 Vector Borne Ds -  Dr Priya**World Health Day 2014 Vector Borne Ds -  Dr Priya*
*World Health Day 2014 Vector Borne Ds - Dr Priya*
priya bansal
 
Vector borne diseases in Bangladesh
Vector borne diseases in BangladeshVector borne diseases in Bangladesh
Vector borne diseases in Bangladesh
ImAn NoOr
 
Sensitivity, specificity, positive and negative predictive
Sensitivity, specificity, positive and negative predictiveSensitivity, specificity, positive and negative predictive
Sensitivity, specificity, positive and negative predictive
Musthafa Peedikayil
 
Investigation of an epidemic dr. yks
Investigation of an epidemic dr. yksInvestigation of an epidemic dr. yks
Investigation of an epidemic dr. yks
Yogesh Singhal
 

Viewers also liked (20)

Outbreak investigation
Outbreak investigationOutbreak investigation
Outbreak investigation
 
Outbreak investigation
Outbreak investigationOutbreak investigation
Outbreak investigation
 
Outbreak Investigation
Outbreak InvestigationOutbreak Investigation
Outbreak Investigation
 
outbreak investigation - types of epidemics and investigating them
outbreak investigation - types of epidemics and investigating themoutbreak investigation - types of epidemics and investigating them
outbreak investigation - types of epidemics and investigating them
 
12 Ronnie Domingo (Phils)
12 Ronnie Domingo (Phils)12 Ronnie Domingo (Phils)
12 Ronnie Domingo (Phils)
 
Diagnosis, sensitivity and specificity
Diagnosis, sensitivity and specificityDiagnosis, sensitivity and specificity
Diagnosis, sensitivity and specificity
 
Sensitivity and Specificity in Predictive Modeling
Sensitivity and Specificity in Predictive ModelingSensitivity and Specificity in Predictive Modeling
Sensitivity and Specificity in Predictive Modeling
 
Sensitivity & Specificity ( Andy Ni)
Sensitivity &  Specificity ( Andy  Ni)Sensitivity &  Specificity ( Andy  Ni)
Sensitivity & Specificity ( Andy Ni)
 
Outbreak invest. last
Outbreak invest. lastOutbreak invest. last
Outbreak invest. last
 
Fetp outbreak i
Fetp outbreak iFetp outbreak i
Fetp outbreak i
 
November 2009 Selected Zoonotic Diseases Conference Call
November 2009 Selected Zoonotic Diseases Conference CallNovember 2009 Selected Zoonotic Diseases Conference Call
November 2009 Selected Zoonotic Diseases Conference Call
 
Outbreak investigation
Outbreak investigationOutbreak investigation
Outbreak investigation
 
Dhs บรรยายมหาวิทยาลัยคริสเตียน
Dhs บรรยายมหาวิทยาลัยคริสเตียนDhs บรรยายมหาวิทยาลัยคริสเตียน
Dhs บรรยายมหาวิทยาลัยคริสเตียน
 
District Health Planning for PIP
District Health Planning for PIPDistrict Health Planning for PIP
District Health Planning for PIP
 
DISTRICT HEALTH ACTION PLAN
DISTRICT HEALTH ACTION PLANDISTRICT HEALTH ACTION PLAN
DISTRICT HEALTH ACTION PLAN
 
Predictive value and likelihood ratio
Predictive value and likelihood ratio Predictive value and likelihood ratio
Predictive value and likelihood ratio
 
*World Health Day 2014 Vector Borne Ds - Dr Priya*
*World Health Day 2014 Vector Borne Ds -  Dr Priya**World Health Day 2014 Vector Borne Ds -  Dr Priya*
*World Health Day 2014 Vector Borne Ds - Dr Priya*
 
Vector borne diseases in Bangladesh
Vector borne diseases in BangladeshVector borne diseases in Bangladesh
Vector borne diseases in Bangladesh
 
Sensitivity, specificity, positive and negative predictive
Sensitivity, specificity, positive and negative predictiveSensitivity, specificity, positive and negative predictive
Sensitivity, specificity, positive and negative predictive
 
Investigation of an epidemic dr. yks
Investigation of an epidemic dr. yksInvestigation of an epidemic dr. yks
Investigation of an epidemic dr. yks
 

Similar to Outbreak Investigation

Sampling
SamplingSampling
Sampling
Perez Eric
 
Public Health Surveillance
Public Health SurveillancePublic Health Surveillance
Public Health Surveillance
uroosa farooq
 
Treier_Kimberly_CV_4.01.16
Treier_Kimberly_CV_4.01.16Treier_Kimberly_CV_4.01.16
Treier_Kimberly_CV_4.01.16
Kimberly Treier
 
Outbreak investigation
Outbreak investigation Outbreak investigation
Outbreak investigation
Dr.MK Sudashan
 
OUTBREAK INVESTIGATIONS.pptx
OUTBREAK INVESTIGATIONS.pptxOUTBREAK INVESTIGATIONS.pptx
OUTBREAK INVESTIGATIONS.pptx
ssuser809a50
 
Robin Hayeems: Rare Disease Day 2016 Conference
Robin Hayeems: Rare Disease Day 2016 Conference Robin Hayeems: Rare Disease Day 2016 Conference
Robin Hayeems: Rare Disease Day 2016 Conference
Canadian Organization for Rare Disorders
 
SgtSaraEdition
SgtSaraEditionSgtSaraEdition
SgtSaraEdition
Shaun Cooley
 
CV_11May2016
CV_11May2016CV_11May2016
CV_11May2016
Katie Ryan
 
CV_Constantine_Suvorov
CV_Constantine_SuvorovCV_Constantine_Suvorov
CV_Constantine_Suvorov
Constantine Suvorov
 
DISEASE_ (B-C) 2014.ppt
DISEASE_ (B-C) 2014.pptDISEASE_ (B-C) 2014.ppt
DISEASE_ (B-C) 2014.ppt
TOMMY687704
 
Resume*
Resume*Resume*
Investigation of Epidemic
Investigation of EpidemicInvestigation of Epidemic
Investigation of Epidemic
Dr. Mamta Gehlawat
 
Measuring Association
Measuring AssociationMeasuring Association
Measuring Association
Perez Eric
 
J.Curtis-Aug15CV-Final (1)
J.Curtis-Aug15CV-Final (1)J.Curtis-Aug15CV-Final (1)
J.Curtis-Aug15CV-Final (1)
Jaclyn Curtis
 
resume update
resume updateresume update
resume update
Louis Cappelli
 
Out break investigation of a zoonotic disease
Out break investigation of a zoonotic diseaseOut break investigation of a zoonotic disease
Out break investigation of a zoonotic disease
MdSalauddin20
 
Options for RSV surveillance in Europe
Options for RSV surveillance in EuropeOptions for RSV surveillance in Europe
Options for RSV surveillance in Europe
European Center for Disease Prevention and Control (ECDC)
 
Pranesh Chakraborty (CHEO): panCanadian Newborn Screening Guidelines
Pranesh Chakraborty (CHEO): panCanadian Newborn Screening GuidelinesPranesh Chakraborty (CHEO): panCanadian Newborn Screening Guidelines
Pranesh Chakraborty (CHEO): panCanadian Newborn Screening Guidelines
Canadian Organization for Rare Disorders
 
Epidemiological investigations
Epidemiological investigationsEpidemiological investigations
Epidemiological investigations
Dr.Anu Narula
 
Dr Nicole Basta @ @ MRF's Meningitis & Septicaemia in Children & Adults 2015
Dr Nicole Basta @ @ MRF's Meningitis & Septicaemia in Children & Adults 2015 Dr Nicole Basta @ @ MRF's Meningitis & Septicaemia in Children & Adults 2015
Dr Nicole Basta @ @ MRF's Meningitis & Septicaemia in Children & Adults 2015
Meningitis Research Foundation
 

Similar to Outbreak Investigation (20)

Sampling
SamplingSampling
Sampling
 
Public Health Surveillance
Public Health SurveillancePublic Health Surveillance
Public Health Surveillance
 
Treier_Kimberly_CV_4.01.16
Treier_Kimberly_CV_4.01.16Treier_Kimberly_CV_4.01.16
Treier_Kimberly_CV_4.01.16
 
Outbreak investigation
Outbreak investigation Outbreak investigation
Outbreak investigation
 
OUTBREAK INVESTIGATIONS.pptx
OUTBREAK INVESTIGATIONS.pptxOUTBREAK INVESTIGATIONS.pptx
OUTBREAK INVESTIGATIONS.pptx
 
Robin Hayeems: Rare Disease Day 2016 Conference
Robin Hayeems: Rare Disease Day 2016 Conference Robin Hayeems: Rare Disease Day 2016 Conference
Robin Hayeems: Rare Disease Day 2016 Conference
 
SgtSaraEdition
SgtSaraEditionSgtSaraEdition
SgtSaraEdition
 
CV_11May2016
CV_11May2016CV_11May2016
CV_11May2016
 
CV_Constantine_Suvorov
CV_Constantine_SuvorovCV_Constantine_Suvorov
CV_Constantine_Suvorov
 
DISEASE_ (B-C) 2014.ppt
DISEASE_ (B-C) 2014.pptDISEASE_ (B-C) 2014.ppt
DISEASE_ (B-C) 2014.ppt
 
Resume*
Resume*Resume*
Resume*
 
Investigation of Epidemic
Investigation of EpidemicInvestigation of Epidemic
Investigation of Epidemic
 
Measuring Association
Measuring AssociationMeasuring Association
Measuring Association
 
J.Curtis-Aug15CV-Final (1)
J.Curtis-Aug15CV-Final (1)J.Curtis-Aug15CV-Final (1)
J.Curtis-Aug15CV-Final (1)
 
resume update
resume updateresume update
resume update
 
Out break investigation of a zoonotic disease
Out break investigation of a zoonotic diseaseOut break investigation of a zoonotic disease
Out break investigation of a zoonotic disease
 
Options for RSV surveillance in Europe
Options for RSV surveillance in EuropeOptions for RSV surveillance in Europe
Options for RSV surveillance in Europe
 
Pranesh Chakraborty (CHEO): panCanadian Newborn Screening Guidelines
Pranesh Chakraborty (CHEO): panCanadian Newborn Screening GuidelinesPranesh Chakraborty (CHEO): panCanadian Newborn Screening Guidelines
Pranesh Chakraborty (CHEO): panCanadian Newborn Screening Guidelines
 
Epidemiological investigations
Epidemiological investigationsEpidemiological investigations
Epidemiological investigations
 
Dr Nicole Basta @ @ MRF's Meningitis & Septicaemia in Children & Adults 2015
Dr Nicole Basta @ @ MRF's Meningitis & Septicaemia in Children & Adults 2015 Dr Nicole Basta @ @ MRF's Meningitis & Septicaemia in Children & Adults 2015
Dr Nicole Basta @ @ MRF's Meningitis & Septicaemia in Children & Adults 2015
 

More from Perez Eric

Nutrition and feeding of native pig
Nutrition and feeding of native pigNutrition and feeding of native pig
Nutrition and feeding of native pig
Perez Eric
 
Marketing and income potential of philippine native pig (glenda p. fule)
Marketing and income potential of philippine native pig (glenda p. fule)Marketing and income potential of philippine native pig (glenda p. fule)
Marketing and income potential of philippine native pig (glenda p. fule)
Perez Eric
 
Health care in native pig production (dr. aleli a. collado)
Health care in native pig production (dr. aleli a. collado)Health care in native pig production (dr. aleli a. collado)
Health care in native pig production (dr. aleli a. collado)
Perez Eric
 
Breed development, production and commecial utilization of native pigs
Breed development, production and commecial utilization of native pigsBreed development, production and commecial utilization of native pigs
Breed development, production and commecial utilization of native pigs
Perez Eric
 
WESVAARDEC & DOST-PCAARRD Fiesta 2019 (Tentative) Program
WESVAARDEC & DOST-PCAARRD Fiesta 2019 (Tentative) ProgramWESVAARDEC & DOST-PCAARRD Fiesta 2019 (Tentative) Program
WESVAARDEC & DOST-PCAARRD Fiesta 2019 (Tentative) Program
Perez Eric
 
2019 newton agham researcher links workshop vaccines and diagnostics confer...
2019 newton agham researcher links workshop   vaccines and diagnostics confer...2019 newton agham researcher links workshop   vaccines and diagnostics confer...
2019 newton agham researcher links workshop vaccines and diagnostics confer...
Perez Eric
 
Philippine Native Pig Business Summit
Philippine Native Pig Business SummitPhilippine Native Pig Business Summit
Philippine Native Pig Business Summit
Perez Eric
 
R&D initiatives on Philippine Native Pigs
R&D initiatives on Philippine Native Pigs R&D initiatives on Philippine Native Pigs
R&D initiatives on Philippine Native Pigs
Perez Eric
 
Science-based native pig production to meet quality requirements of native pi...
Science-based native pig production to meet quality requirements of native pi...Science-based native pig production to meet quality requirements of native pi...
Science-based native pig production to meet quality requirements of native pi...
Perez Eric
 
Benefits and Market Potential of Native Pig Lechon Processing and Marketing
Benefits and Market Potential of Native Pig Lechon Processing and MarketingBenefits and Market Potential of Native Pig Lechon Processing and Marketing
Benefits and Market Potential of Native Pig Lechon Processing and Marketing
Perez Eric
 
Native Pig Trading and Lechon Processing and Marketing in Cebu
Native Pig Trading and Lechon Processing and Marketing in CebuNative Pig Trading and Lechon Processing and Marketing in Cebu
Native Pig Trading and Lechon Processing and Marketing in Cebu
Perez Eric
 
Fiesta mag native chicken (zam pen)
Fiesta mag native chicken (zam pen)Fiesta mag native chicken (zam pen)
Fiesta mag native chicken (zam pen)
Perez Eric
 
Pag-aalaga ng Native na Baboy
Pag-aalaga ng Native na BaboyPag-aalaga ng Native na Baboy
Pag-aalaga ng Native na Baboy
Perez Eric
 
Pag-aalaga ng Native na Manok
Pag-aalaga ng Native na ManokPag-aalaga ng Native na Manok
Pag-aalaga ng Native na Manok
Perez Eric
 
Pag-aalaga ng Itik, Second Edition
Pag-aalaga ng Itik, Second EditionPag-aalaga ng Itik, Second Edition
Pag-aalaga ng Itik, Second Edition
Perez Eric
 
FLS-GEM - AMP_Alo
FLS-GEM - AMP_AloFLS-GEM - AMP_Alo
FLS-GEM - AMP_Alo
Perez Eric
 
e-learning_AMP-Alo
e-learning_AMP-Aloe-learning_AMP-Alo
e-learning_AMP-Alo
Perez Eric
 
Test Interval Method - NA_dRosario
Test Interval Method - NA_dRosarioTest Interval Method - NA_dRosario
Test Interval Method - NA_dRosario
Perez Eric
 
Goat cuts - JN_Nayga
Goat cuts - JN_NaygaGoat cuts - JN_Nayga
Goat cuts - JN_Nayga
Perez Eric
 
MCM - TJ_Fernandez
MCM - TJ_FernandezMCM - TJ_Fernandez
MCM - TJ_Fernandez
Perez Eric
 

More from Perez Eric (20)

Nutrition and feeding of native pig
Nutrition and feeding of native pigNutrition and feeding of native pig
Nutrition and feeding of native pig
 
Marketing and income potential of philippine native pig (glenda p. fule)
Marketing and income potential of philippine native pig (glenda p. fule)Marketing and income potential of philippine native pig (glenda p. fule)
Marketing and income potential of philippine native pig (glenda p. fule)
 
Health care in native pig production (dr. aleli a. collado)
Health care in native pig production (dr. aleli a. collado)Health care in native pig production (dr. aleli a. collado)
Health care in native pig production (dr. aleli a. collado)
 
Breed development, production and commecial utilization of native pigs
Breed development, production and commecial utilization of native pigsBreed development, production and commecial utilization of native pigs
Breed development, production and commecial utilization of native pigs
 
WESVAARDEC & DOST-PCAARRD Fiesta 2019 (Tentative) Program
WESVAARDEC & DOST-PCAARRD Fiesta 2019 (Tentative) ProgramWESVAARDEC & DOST-PCAARRD Fiesta 2019 (Tentative) Program
WESVAARDEC & DOST-PCAARRD Fiesta 2019 (Tentative) Program
 
2019 newton agham researcher links workshop vaccines and diagnostics confer...
2019 newton agham researcher links workshop   vaccines and diagnostics confer...2019 newton agham researcher links workshop   vaccines and diagnostics confer...
2019 newton agham researcher links workshop vaccines and diagnostics confer...
 
Philippine Native Pig Business Summit
Philippine Native Pig Business SummitPhilippine Native Pig Business Summit
Philippine Native Pig Business Summit
 
R&D initiatives on Philippine Native Pigs
R&D initiatives on Philippine Native Pigs R&D initiatives on Philippine Native Pigs
R&D initiatives on Philippine Native Pigs
 
Science-based native pig production to meet quality requirements of native pi...
Science-based native pig production to meet quality requirements of native pi...Science-based native pig production to meet quality requirements of native pi...
Science-based native pig production to meet quality requirements of native pi...
 
Benefits and Market Potential of Native Pig Lechon Processing and Marketing
Benefits and Market Potential of Native Pig Lechon Processing and MarketingBenefits and Market Potential of Native Pig Lechon Processing and Marketing
Benefits and Market Potential of Native Pig Lechon Processing and Marketing
 
Native Pig Trading and Lechon Processing and Marketing in Cebu
Native Pig Trading and Lechon Processing and Marketing in CebuNative Pig Trading and Lechon Processing and Marketing in Cebu
Native Pig Trading and Lechon Processing and Marketing in Cebu
 
Fiesta mag native chicken (zam pen)
Fiesta mag native chicken (zam pen)Fiesta mag native chicken (zam pen)
Fiesta mag native chicken (zam pen)
 
Pag-aalaga ng Native na Baboy
Pag-aalaga ng Native na BaboyPag-aalaga ng Native na Baboy
Pag-aalaga ng Native na Baboy
 
Pag-aalaga ng Native na Manok
Pag-aalaga ng Native na ManokPag-aalaga ng Native na Manok
Pag-aalaga ng Native na Manok
 
Pag-aalaga ng Itik, Second Edition
Pag-aalaga ng Itik, Second EditionPag-aalaga ng Itik, Second Edition
Pag-aalaga ng Itik, Second Edition
 
FLS-GEM - AMP_Alo
FLS-GEM - AMP_AloFLS-GEM - AMP_Alo
FLS-GEM - AMP_Alo
 
e-learning_AMP-Alo
e-learning_AMP-Aloe-learning_AMP-Alo
e-learning_AMP-Alo
 
Test Interval Method - NA_dRosario
Test Interval Method - NA_dRosarioTest Interval Method - NA_dRosario
Test Interval Method - NA_dRosario
 
Goat cuts - JN_Nayga
Goat cuts - JN_NaygaGoat cuts - JN_Nayga
Goat cuts - JN_Nayga
 
MCM - TJ_Fernandez
MCM - TJ_FernandezMCM - TJ_Fernandez
MCM - TJ_Fernandez
 

Recently uploaded

Measuring gravitational attraction with a lattice atom interferometer
Measuring gravitational attraction with a lattice atom interferometerMeasuring gravitational attraction with a lattice atom interferometer
Measuring gravitational attraction with a lattice atom interferometer
Sérgio Sacani
 
حبوب الاجهاض الامارات | 00971547952044 | حبوب اجهاض امارات للبيع
حبوب الاجهاض الامارات | 00971547952044 | حبوب اجهاض امارات للبيعحبوب الاجهاض الامارات | 00971547952044 | حبوب اجهاض امارات للبيع
حبوب الاجهاض الامارات | 00971547952044 | حبوب اجهاض امارات للبيع
حبوب الاجهاض الامارات حبوب سايتوتك الامارات
 
一比一原版美国佩斯大学毕业证如何办理
一比一原版美国佩斯大学毕业证如何办理一比一原版美国佩斯大学毕业证如何办理
一比一原版美国佩斯大学毕业证如何办理
gyhwyo
 
Explainable Deepfake Image/Video Detection
Explainable Deepfake Image/Video DetectionExplainable Deepfake Image/Video Detection
Explainable Deepfake Image/Video Detection
VasileiosMezaris
 
GBSN - Biochemistry (Unit 12) Hormones
GBSN - Biochemistry (Unit 12) HormonesGBSN - Biochemistry (Unit 12) Hormones
GBSN - Biochemistry (Unit 12) Hormones
Areesha Ahmad
 
一比一原版(macewan学位证书)加拿大麦科文大学毕业证如何办理
一比一原版(macewan学位证书)加拿大麦科文大学毕业证如何办理一比一原版(macewan学位证书)加拿大麦科文大学毕业证如何办理
一比一原版(macewan学位证书)加拿大麦科文大学毕业证如何办理
xzydcvt
 
WHO 6TH EDITION UPDATE FOR SEMEN ANALYSIS
WHO 6TH EDITION UPDATE FOR SEMEN ANALYSISWHO 6TH EDITION UPDATE FOR SEMEN ANALYSIS
WHO 6TH EDITION UPDATE FOR SEMEN ANALYSIS
SRI AUROBINDO UNIVERSITY
 
23PH301 - Optics - Unit 2 - Interference
23PH301 - Optics - Unit 2 - Interference23PH301 - Optics - Unit 2 - Interference
23PH301 - Optics - Unit 2 - Interference
RDhivya6
 
(Shilpa) ➤ Call Girls Lucknow 🔥 9352988975 🔥 Real Fun With Sexual Girl Availa...
(Shilpa) ➤ Call Girls Lucknow 🔥 9352988975 🔥 Real Fun With Sexual Girl Availa...(Shilpa) ➤ Call Girls Lucknow 🔥 9352988975 🔥 Real Fun With Sexual Girl Availa...
(Shilpa) ➤ Call Girls Lucknow 🔥 9352988975 🔥 Real Fun With Sexual Girl Availa...
shourabjaat424
 
Casein in different samples of milk chemistry project
Casein in different samples of milk chemistry projectCasein in different samples of milk chemistry project
Casein in different samples of milk chemistry project
tyagivansh251
 
BIOLOGY ANIMAL KINGDOM CLASS. 11 NCERT..
BIOLOGY ANIMAL KINGDOM CLASS. 11 NCERT..BIOLOGY ANIMAL KINGDOM CLASS. 11 NCERT..
BIOLOGY ANIMAL KINGDOM CLASS. 11 NCERT..
suriyaj2310
 
GBSN - Microbiology (Unit 2) Antimicrobial agents
GBSN - Microbiology (Unit 2) Antimicrobial agentsGBSN - Microbiology (Unit 2) Antimicrobial agents
GBSN - Microbiology (Unit 2) Antimicrobial agents
Areesha Ahmad
 
Analysis of Polygenic Traits (GPB-602)
Analysis of Polygenic Traits (GPB-602)Analysis of Polygenic Traits (GPB-602)
Analysis of Polygenic Traits (GPB-602)
PABOLU TEJASREE
 
Mapping the Growth of Supermassive Black Holes as a Function of Galaxy Stella...
Mapping the Growth of Supermassive Black Holes as a Function of Galaxy Stella...Mapping the Growth of Supermassive Black Holes as a Function of Galaxy Stella...
Mapping the Growth of Supermassive Black Holes as a Function of Galaxy Stella...
Sérgio Sacani
 
Compositions of iron-meteorite parent bodies constrainthe structure of the pr...
Compositions of iron-meteorite parent bodies constrainthe structure of the pr...Compositions of iron-meteorite parent bodies constrainthe structure of the pr...
Compositions of iron-meteorite parent bodies constrainthe structure of the pr...
Sérgio Sacani
 
Top Call Girls Lucknow 🔥 9079923931 🔥 Real Fun With Sexual Girl Available 24/...
Top Call Girls Lucknow 🔥 9079923931 🔥 Real Fun With Sexual Girl Available 24/...Top Call Girls Lucknow 🔥 9079923931 🔥 Real Fun With Sexual Girl Available 24/...
Top Call Girls Lucknow 🔥 9079923931 🔥 Real Fun With Sexual Girl Available 24/...
$A19
 
acanthocytes_causes_etiology_clinical sognificance-future.pptx
acanthocytes_causes_etiology_clinical sognificance-future.pptxacanthocytes_causes_etiology_clinical sognificance-future.pptx
acanthocytes_causes_etiology_clinical sognificance-future.pptx
muralinath2
 
Embracing Deep Variability For Reproducibility and Replicability
Embracing Deep Variability For Reproducibility and ReplicabilityEmbracing Deep Variability For Reproducibility and Replicability
Embracing Deep Variability For Reproducibility and Replicability
University of Rennes, INSA Rennes, Inria/IRISA, CNRS
 
Post translation modification by Suyash Garg
Post translation modification by Suyash GargPost translation modification by Suyash Garg
Post translation modification by Suyash Garg
suyashempire
 
Signatures of wave erosion in Titan’s coasts
Signatures of wave erosion in Titan’s coastsSignatures of wave erosion in Titan’s coasts
Signatures of wave erosion in Titan’s coasts
Sérgio Sacani
 

Recently uploaded (20)

Measuring gravitational attraction with a lattice atom interferometer
Measuring gravitational attraction with a lattice atom interferometerMeasuring gravitational attraction with a lattice atom interferometer
Measuring gravitational attraction with a lattice atom interferometer
 
حبوب الاجهاض الامارات | 00971547952044 | حبوب اجهاض امارات للبيع
حبوب الاجهاض الامارات | 00971547952044 | حبوب اجهاض امارات للبيعحبوب الاجهاض الامارات | 00971547952044 | حبوب اجهاض امارات للبيع
حبوب الاجهاض الامارات | 00971547952044 | حبوب اجهاض امارات للبيع
 
一比一原版美国佩斯大学毕业证如何办理
一比一原版美国佩斯大学毕业证如何办理一比一原版美国佩斯大学毕业证如何办理
一比一原版美国佩斯大学毕业证如何办理
 
Explainable Deepfake Image/Video Detection
Explainable Deepfake Image/Video DetectionExplainable Deepfake Image/Video Detection
Explainable Deepfake Image/Video Detection
 
GBSN - Biochemistry (Unit 12) Hormones
GBSN - Biochemistry (Unit 12) HormonesGBSN - Biochemistry (Unit 12) Hormones
GBSN - Biochemistry (Unit 12) Hormones
 
一比一原版(macewan学位证书)加拿大麦科文大学毕业证如何办理
一比一原版(macewan学位证书)加拿大麦科文大学毕业证如何办理一比一原版(macewan学位证书)加拿大麦科文大学毕业证如何办理
一比一原版(macewan学位证书)加拿大麦科文大学毕业证如何办理
 
WHO 6TH EDITION UPDATE FOR SEMEN ANALYSIS
WHO 6TH EDITION UPDATE FOR SEMEN ANALYSISWHO 6TH EDITION UPDATE FOR SEMEN ANALYSIS
WHO 6TH EDITION UPDATE FOR SEMEN ANALYSIS
 
23PH301 - Optics - Unit 2 - Interference
23PH301 - Optics - Unit 2 - Interference23PH301 - Optics - Unit 2 - Interference
23PH301 - Optics - Unit 2 - Interference
 
(Shilpa) ➤ Call Girls Lucknow 🔥 9352988975 🔥 Real Fun With Sexual Girl Availa...
(Shilpa) ➤ Call Girls Lucknow 🔥 9352988975 🔥 Real Fun With Sexual Girl Availa...(Shilpa) ➤ Call Girls Lucknow 🔥 9352988975 🔥 Real Fun With Sexual Girl Availa...
(Shilpa) ➤ Call Girls Lucknow 🔥 9352988975 🔥 Real Fun With Sexual Girl Availa...
 
Casein in different samples of milk chemistry project
Casein in different samples of milk chemistry projectCasein in different samples of milk chemistry project
Casein in different samples of milk chemistry project
 
BIOLOGY ANIMAL KINGDOM CLASS. 11 NCERT..
BIOLOGY ANIMAL KINGDOM CLASS. 11 NCERT..BIOLOGY ANIMAL KINGDOM CLASS. 11 NCERT..
BIOLOGY ANIMAL KINGDOM CLASS. 11 NCERT..
 
GBSN - Microbiology (Unit 2) Antimicrobial agents
GBSN - Microbiology (Unit 2) Antimicrobial agentsGBSN - Microbiology (Unit 2) Antimicrobial agents
GBSN - Microbiology (Unit 2) Antimicrobial agents
 
Analysis of Polygenic Traits (GPB-602)
Analysis of Polygenic Traits (GPB-602)Analysis of Polygenic Traits (GPB-602)
Analysis of Polygenic Traits (GPB-602)
 
Mapping the Growth of Supermassive Black Holes as a Function of Galaxy Stella...
Mapping the Growth of Supermassive Black Holes as a Function of Galaxy Stella...Mapping the Growth of Supermassive Black Holes as a Function of Galaxy Stella...
Mapping the Growth of Supermassive Black Holes as a Function of Galaxy Stella...
 
Compositions of iron-meteorite parent bodies constrainthe structure of the pr...
Compositions of iron-meteorite parent bodies constrainthe structure of the pr...Compositions of iron-meteorite parent bodies constrainthe structure of the pr...
Compositions of iron-meteorite parent bodies constrainthe structure of the pr...
 
Top Call Girls Lucknow 🔥 9079923931 🔥 Real Fun With Sexual Girl Available 24/...
Top Call Girls Lucknow 🔥 9079923931 🔥 Real Fun With Sexual Girl Available 24/...Top Call Girls Lucknow 🔥 9079923931 🔥 Real Fun With Sexual Girl Available 24/...
Top Call Girls Lucknow 🔥 9079923931 🔥 Real Fun With Sexual Girl Available 24/...
 
acanthocytes_causes_etiology_clinical sognificance-future.pptx
acanthocytes_causes_etiology_clinical sognificance-future.pptxacanthocytes_causes_etiology_clinical sognificance-future.pptx
acanthocytes_causes_etiology_clinical sognificance-future.pptx
 
Embracing Deep Variability For Reproducibility and Replicability
Embracing Deep Variability For Reproducibility and ReplicabilityEmbracing Deep Variability For Reproducibility and Replicability
Embracing Deep Variability For Reproducibility and Replicability
 
Post translation modification by Suyash Garg
Post translation modification by Suyash GargPost translation modification by Suyash Garg
Post translation modification by Suyash Garg
 
Signatures of wave erosion in Titan’s coasts
Signatures of wave erosion in Titan’s coastsSignatures of wave erosion in Titan’s coasts
Signatures of wave erosion in Titan’s coasts
 

Outbreak Investigation

  • 1. PCAARRD Training, 23-27 May 2016, Central Luzon State University Dr. Romeo S. Gundran Professor College of Veterinary Science and Medicine Central Luzon State University OUTBREAK INVESTIGATION
  • 2. Examples of Emerging & Re-Emerging Diseases
  • 3. On the average, 1 newly identified infectious disease every year for each of the last 30 years (WHO) Emerging Infectious Disease Events Center, Lipa City, Batangas • April 15, 2010 PCAARRD Training, 23-27 May 2016, Central Luzon State University
  • 4. A-Zoonotic/wild B-Zoonotic/domestic D-Vector-borneC-Drug resistant Events Center, Lipa City, Batangas • April 15, 2010 PCAARRD Training, 23-27 May 2016, Central Luzon State University
  • 5. 0 10 20 30 40 50 60 70 80 90 1 4 7 10 13 16 19 22 25 28 31 34 37 40 DAY CASES Early Detection & Response First Case Detection/ Reporting Lab ConfirmationResponse Opportunity for control
  • 7. Outbreak • A short-term epidemic or a series of disease events that are clustered in time and space Outbreak investigation • A systematic procedure to help identify causes and sources of outbreaks to control and prevent possible future ones Definitions Events Center, Lipa City, Batangas • April 15, 2010 PCAARRD Training, 23-27 May 2016, Central Luzon State University
  • 8. 1. Determine the cause of the outbreak 2. Determine the source of the outbreak 3. Determine the extent of the outbreak 4. Determine the best control strategy Four Objectives of Outbreak investigations Events Center, Lipa City, Batangas • April 15, 2010 PCAARRD Training, 23-27 May 2016, Central Luzon State University
  • 9. The 9 Steps of Outbreak Investigation 1. Confirm the Diagnosis 2. Case Definition 3. Confirm the Outbreak 4. Collect data 5. Check and Analyze Data 6. Clarify the Hypothesis 7. Control and Preventive Measures 8. Continue Intensive Investigation 9. Communicate the Findings Events Center, Lipa City, Batangas • April 15, 2010 PCAARRD Training, 23-27 May 2016, Central Luzon State University
  • 10. Some Methods Used to Confirm a Provisional Diagnosis • History • Behaviour • Clinical signs • Physical examination • Autopsy • Molecular biology • Microbiology • Serology • Epidemiology • Response to therapy • Production • Economics • Biochemistry • Physiology • Imaging • Transmission tests Give some methods to use Events Center, Lipa City, Batangas • April 15, 2010 PCAARRD Training, 23-27 May 2016, Central Luzon State University
  • 11. The 9 Steps of Outbreak Investigation 1. Confirm the Diagnosis 2. Case Definition 3. Confirm the Outbreak 4. Collect data 5. Check and Analyze Data 6. Clarify the Hypothesis 7. Control and Preventive Measures 8. Continue Intensive Investigation 9. Communicate the Findings Events Center, Lipa City, Batangas • April 15, 2010 PCAARRD Training, 23-27 May 2016, Central Luzon State University
  • 12. Case Definition • A case definition is a set of standard criteria that should be uniformly applied for identifying a diseased animal or an outbreak during investigation. Events Center, Lipa City, Batangas • April 15, 2010 PCAARRD Training, 23-27 May 2016, Central Luzon State University
  • 13. A case definition may have several sets of diagnostic criteria: 1. Clinical criteria: clinical signs and symptoms 2. Pathology 3. Laboratory criteria for diagnosis 4. Epidemiologic criteria: animal, place and time Events Center, Lipa City, Batangas • April 15, 2010 PCAARRD Training, 23-27 May 2016, Central Luzon State University
  • 14. Case Definition: FMD • An animal exhibiting the “presence of vesicular lesions in the mouth and tongue, and between the coronary band and the hoof” and with serological information such as detection of specific FMD antibody response using Virus Neutralization test (VNT) or ELISA. Events Center, Lipa City, Batangas • April 15, 2010 PCAARRD Training, 23-27 May 2016, Central Luzon State University
  • 15. Case Definition: Example A bird showing acute, unexplained high mortality in a poultry population associated with respiratory and neurologic symptoms, hemorrhages in the shank, dark red to bluish discoloration of the comb and wattle, facial edema, ruffled feathers and depression. The mortality is at least 3% in commercial farms, increasing two-folds or more over the next 3 days. With laboratory confirmation through viral isolation or antigen detection. Events Center, Lipa City, Batangas • April 15, 2010 PCAARRD Training, 23-27 May 2016, Central Luzon State University
  • 16. Brief Workshop Give your Case Definition for: 1. PRRS 2. PED 3. Hog Cholera 4. PCV2 Events Center, Lipa City, Batangas • April 15, 2010 PCAARRD Training, 23-27 May 2016, Central Luzon State University
  • 17. The 9 Steps of Outbreak Investigation 1. Confirm the Diagnosis 2. Case Definition 3. Confirm the Outbreak 4. Collect data 5. Check and Analyze Data 6. Clarify the Hypothesis 7. Control and Preventive Measures 8. Continue Intensive Investigation 9. Communicate the Findings Events Center, Lipa City, Batangas • April 15, 2010 PCAARRD Training, 23-27 May 2016, Central Luzon State University
  • 18. Confirm the Outbreak An outbreak exists when excess of cases is seen from –Surveillance records –Farm records –Data from field reports –Field surveys Events Center, Lipa City, Batangas • April 15, 2010 PCAARRD Training, 23-27 May 2016, Central Luzon State University
  • 19. Graphs of endemic and sporadic diseases Events Center, Lipa City, Batangas • April 15, 2010 PCAARRD Training, 23-27 May 2016, Central Luzon State University
  • 20. Levels of Disease • Sporadic disease: one that occurs only occasionally, i.e., generally absent, and unpredictable • Endemic disease: When diseases occur at a predictable frequency with slight deviations only. • Epidemic disease occurs above expected frequency in a population or given area over a particular period of time, i.e., disease events cluster in both place and time. Events Center, Lipa City, Batangas • April 15, 2010 PCAARRD Training, 23-27 May 2016, Central Luzon State University
  • 21. Confirm the Outbreak For a disease to qualify as an outbreak: Must register a substantial number of cases per unit of time above the long-run average in the entire herd or population. Events Center, Lipa City, Batangas • April 15, 2010 PCAARRD Training, 23-27 May 2016, Central Luzon State University
  • 22. The 9 Steps of Outbreak Investigation 1. Confirm the Diagnosis 2. Case Definition 3. Confirm the Outbreak 4. Collect data 5. Check and Analyze Data 6. Clarify the Hypothesis 7. Control and Preventive Measures 8. Continue Intensive Investigation 9. Communicate the Findings Events Center, Lipa City, Batangas • April 15, 2010 PCAARRD Training, 23-27 May 2016, Central Luzon State University
  • 23. Basic Questions to Ask: Events Center, Lipa City, Batangas • April 15, 2010 PCAARRD Training, 23-27 May 2016, Central Luzon State University
  • 24. The 9 Steps of Outbreak Investigation 1. Confirm the Diagnosis 2. Case Definition 3. Confirm the Outbreak 4. Collect data 5. Check and Analyze Data 6. Clarify the Hypothesis 7. Control and Preventive Measures 8. Continue Intensive Investigation 9. Communicate the Findings Events Center, Lipa City, Batangas • April 15, 2010 PCAARRD Training, 23-27 May 2016, Central Luzon State University
  • 25. Check and analyze outbreak data Essential patterns to describe an outbreak Events Center, Lipa City, Batangas • April 15, 2010 PCAARRD Training, 23-27 May 2016, Central Luzon State University
  • 27. • When did the outbreak likely began? • Draw an epidemic curve • Estimate mean, minimum and maximum incubation period • Determine whether outbreak is common source, propagated or both • When does the disease occur commonly? Time Events Center, Lipa City, Batangas • April 15, 2010 PCAARRD Training, 23-27 May 2016, Central Luzon State University
  • 28. There are three basic time spans used to describe temporal patterns: 1. An epidemic period, which is of variable length depending on the duration of the particular epidemic; 2. A 12-month period to describe seasonal patterns; 3. An indefinitely long period of years to identify long-term trends. Time Events Center, Lipa City, Batangas • April 15, 2010 PCAARRD Training, 23-27 May 2016, Central Luzon State University
  • 29. Time • Basic Parts of an Epidemic Curve
  • 30. Estimating the range and mean incubation period using an epidemic curve where the time of exposure is known
  • 31.
  • 32. Temporal Pattern of PRRS Outbreaks in Vietnam, 2007-2009 0 2000 4000 6000 8000 10000 12000 Mar-07 Apr-07 May-07 Jun-07 Jul-07 Aug-07 Sep-07 Oct-07 Nov-07 Dec-07 Jan-08 Feb-08 Mar-08 Apr-08 May-08 Jun-08 Jul-08 Aug-08 Sep-08 Oct-08 Nov-08 Dec-08 Jan-09 Feb-09 Mar-09 Apr-09 May-09 Jun-09 Jul-09 Aug-09 NumberofCases
  • 35. Common Source Epidemic Large population is exposed for a short period of time. Sharp upward slope and a gradual downward slope Period of exposure is brief, and all cases occur within one incubation period Events Center, Lipa City, Batangas • April 15, 2010 PCAARRD Training, 23-27 May 2016, Central Luzon State University
  • 37. Propagated Epidemic Events Center, Lipa City, Batangas • April 15, 2010 PCAARRD Training, 23-27 May 2016, Central Luzon State University
  • 38. Propagated Epidemic Is spread from animal to animal Can last longer than common source outbreaks May have multiple waves Has progressively taller peaks, an incubation period apart Events Center, Lipa City, Batangas • April 15, 2010 PCAARRD Training, 23-27 May 2016, Central Luzon State University
  • 39. Place Where the cases clustering geographically Where the rates of disease highest or lowest How far the disease has spread Where contact between susceptible host and causative agent likely occurred Events Center, Lipa City, Batangas • April 15, 2010 PCAARRD Training, 23-27 May 2016, Central Luzon State University
  • 42. Spatial Distribution of PRRS in Nueva Ecija
  • 43. Spatio-temporal Pattern of PRRS in Nueva Ecija JULY AUGUST SEPTEMBER OCTOBER & DECEMBER
  • 45. Animal • What animal or which group of animals is getting the disease? • Are there any characteristics specific for the affected group of animals? – Sex, Age, Breed, Weight • What animals will likely be affected if the outbreak continues? Events Center, Lipa City, Batangas • April 15, 2010 PCAARRD Training, 23-27 May 2016, Central Luzon State University
  • 46. Analyze the Data Factor-specific attack rates for such factors as age, breed, sex, feed, pen, management system etc. are computed and arranged in an attack rate table Events Center, Lipa City, Batangas • April 15, 2010 PCAARRD Training, 23-27 May 2016, Central Luzon State University
  • 47. Attack Rate Attack rate is calculated as the number of new cases divided by the number of animals at risk at the beginning of the outbreak • Attack rate = number of new cases number of animals at risk at start of outbreak •Attack rates are expressed as percentages Events Center, Lipa City, Batangas • April 15, 2010 PCAARRD Training, 23-27 May 2016, Central Luzon State University
  • 48. Attack Rate The higher the attack rate difference and the relative risk, the more important the specific factor is, in increasing the risk of disease Events Center, Lipa City, Batangas • April 15, 2010 PCAARRD Training, 23-27 May 2016, Central Luzon State University
  • 49. Attack Rate Table Factor With factor Without factor Attack Rate Difference Relative Risk Dead Total AR Dead Total AR Breed A 300 1000 30 100 1000 10 20 3 Age Y 200 500 80 1500 Location X 200 800 120 1200 Factor With factor Without factor Attack Rate Difference Relative Risk Dead Total AR Dead Total AR Breed A 300 1000 30 100 1000 10 20 3 Age Y 200 500 40 80 1500 5.3 34.7 7.5 Location X 200 800 25 120 1200 10 15 2.5 The higher the attack rate difference and the relative risk, the more important the specific factor is, in increasing the risk of disease
  • 50. The 9 Steps of Outbreak Investigation 1. Confirm the Diagnosis 2. Case Definition 3. Confirm the Outbreak 4. Collect data 5. Check and Analyze Data 6. Clarify the Hypothesis 7. Control and Preventive Measures 8. Continue Intensive Investigation 9. Communicate the Findings Events Center, Lipa City, Batangas • April 15, 2010 PCAARRD Training, 23-27 May 2016, Central Luzon State University
  • 51. Establish a Working Hypothesis Events Center, Lipa City, Batangas • April 15, 2010 PCAARRD Training, 23-27 May 2016, Central Luzon State University
  • 52. Establish a Working Hypotheses Based on analysis of time, place and animal data, working hypotheses are developed for further investigation Can be used to determine – whether the outbreak is common source or propagating – the mode of transmission – contact, vehicle, vector Events Center, Lipa City, Batangas • April 15, 2010 PCAARRD Training, 23-27 May 2016, Central Luzon State University
  • 53.
  • 54. The 9 Steps of Outbreak Investigation 1. Confirm the Diagnosis 2. Case Definition 3. Confirm the Outbreak 4. Collect data 5. Check and Analyze Data 6. Clarify the Hypothesis 7. Control and Preventive Measures 8. Continue Intensive Investigation 9. Communicate the Findings Events Center, Lipa City, Batangas • April 15, 2010 PCAARRD Training, 23-27 May 2016, Central Luzon State University
  • 55. Implement Control and Preventive Measures Strategies to stop the outbreak must be put in place as soon as possible and will often be undertaken in the absence of conclusive findings. Events Center, Lipa City, Batangas • April 15, 2010 PCAARRD Training, 23-27 May 2016, Central Luzon State University
  • 56. Objectives: 1. To prevent disease transmission to humans 2. To end the outbreak 3. To ensure that the risk of similar outbreak is reduced 4. To prevent similar outbreaks in the future Implement Control and Preventive Measures Events Center, Lipa City, Batangas • April 15, 2010 PCAARRD Training, 23-27 May 2016, Central Luzon State University
  • 57. 1. Specific treatments 2. Vaccination 3. Changes in nutrition, feed ingredients and/or management factors 4. Isolation or quarantine 5. Surveillance of the affected population and other at-risk populations for evidence of further spread and new cases Implement Control and Preventive Measures Events Center, Lipa City, Batangas • April 15, 2010 PCAARRD Training, 23-27 May 2016, Central Luzon State University
  • 58. 6. Changes in environment and/or housing 7. Implement strict biosecurity measures 8. Safe destruction and disposal of contaminated waste or other infectious materials 9. Disinfection and decontamination 10.Salvage sale or slaughter of animals 11.Raise the public awareness Implement Control and Preventive Measures Events Center, Lipa City, Batangas • April 15, 2010 PCAARRD Training, 23-27 May 2016, Central Luzon State University
  • 59. The 9 Steps of Outbreak Investigation 1. Confirm the Diagnosis 2. Case Definition 3. Confirm the Outbreak 4. Collect data 5. Check and Analyze Data 6. Clarify the Hypothesis 7. Control and Preventive Measures 8. Continue Intensive Investigation 9. Communicate the Findings Events Center, Lipa City, Batangas • April 15, 2010 PCAARRD Training, 23-27 May 2016, Central Luzon State University
  • 60. From Pierre Formenty, WHO Events Center, Lipa City, Batangas • April 15, 2010 PCAARRD Training, 23-27 May 2016, Central Luzon State University
  • 61. 1. Detailed pathological, serological, microbiological and virological examination of affected and unaffected animals to determine the likely cause 2. Cross-sectional serological survey of all units/sheds to determine the extent and progress of infection; 3. Surveys of animals in contact to determine whether infection had spread Continue Intensive Investigations Events Center, Lipa City, Batangas • April 15, 2010 PCAARRD Training, 23-27 May 2016, Central Luzon State University
  • 62. 4. Testing of archived sera to demonstrate that it was a new infection not previously present in the animal population 5. Interview and testing of workers and others potentially exposed in order to evaluate public health risks 6. Serology on other species as potential sources 7. Serology and virus isolation on possible reservoir to support the hypothesis that they were the likely source. Continue Intensive Investigations Events Center, Lipa City, Batangas • April 15, 2010 PCAARRD Training, 23-27 May 2016, Central Luzon State University
  • 63. Contact Tracing Backward and forward tracing Follow movement of animals Detect new cases from possible contacts Interview of affected and unaffected people/communities Determine extent of outbreak zone Events Center, Lipa City, Batangas • April 15, 2010 PCAARRD Training, 23-27 May 2016, Central Luzon State University
  • 64. TIMELINE July 5 Rich farmer rented 1 male buffalo for breeding 3 female buffaloes July 10 July 22 July 25 July 28 Delivery of feeds By truck Purchase of pork from neighboring village, cooked and eaten Visit of Technician Purchase 2 piglets From middleman. Unknown place Events Center, Lipa City, Batangas • April 15, 2010 PCAARRD Training, 23-27 May 2016, Central Luzon State University
  • 65. The 9 Steps of Outbreak Investigation 1. Confirm the Diagnosis 2. Case Definition 3. Confirm the Outbreak 4. Collect data 5. Check and Analyze Data 6. Clarify the Hypothesis 7. Control and Preventive Measures 8. Continue Intensive Investigation 9. Communicate the Findings Events Center, Lipa City, Batangas • April 15, 2010 PCAARRD Training, 23-27 May 2016, Central Luzon State University
  • 66. Report the Findings For substantial investigations the report should contain the following sections: 1. Summary 2. Background/Introduction 3. Objectives 4. Methods 5. Results 6. Conclusions 7. Recommendations Events Center, Lipa City, Batangas • April 15, 2010 PCAARRD Training, 23-27 May 2016, Central Luzon State University
  翻译: