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Chapter 11
Screening for Disease in the Community
Learning Objectives
Define and discuss reliability and validity
Define the term screening
Define and discuss sensitivity and specificity
Screening for Disease
Screening--the presumptive identification
 of unrecognized disease or defects by the
 application of tests, examinations, or
 other procedures that can be applied
 rapidly
Positive screening results are followed by
 diagnostic tests to confirm actual disease
Multiphasic Screening
Defined   as the use of two or more
 screening tests together among large
 groups of people
Information obtained on risk factor
 status, history of illness, and health
 measurements
Commonly used by employers and
 health maintenance organizations
Mass Screening and Selective
 Screening

Mass  screening--screening on a large scale of
 total population groups regardless of risk
 status
Selective screening--screens subsets of the
 population at high risk for disease
  ◦   More economical, and likely to yield more true
      cases.
Mass Health Examinations

Population  or epidemiologic surveys--purpose
 is to gain knowledge regarding the
 distribution and determinants of diseases
 in selected populations
Mass Health Examinations (cont’d)

Epidemiologic  surveillance--aims at the
 protection of community health
 through case detection and
 intervention
Case finding (opportunistic screening)--the
 utilization of screening tests for
 detection of conditions unrelated to
 the patient’s chief complaint
Appropriate Situations for
Screening Tests and Programs

Social
Scientific
Ethical
Social
The   health problem should be important
 for the individual and the community
Diagnostic follow-up and intervention
 should be available to all who require
 them
There should be a favorable cost-benefit
 ratio
Public acceptance must be high
Scientific

Natural  history of the condition should
  be adequately understood
  ◦   This knowledge permits identification of early
      stages of disease and appropriate biologic
      markers of progression
Prevalence      of the disease or condition is
  high
Ethical

The  program can alter the natural
 history of the condition in a significant
 proportion of those screened
Suitable, acceptable tests for screening
 and diagnosis of the condition as well as
 acceptable, effective methods of
 prevention are available
Characteristics of a Good
Screening Test

Simple
Rapid
Inexpensive
Safe
Acceptable
Evaluation of Screening Tests
Reliability    types       Validity      types
 ◦   Repeated                ◦   Content
     measurements            ◦   Criterion-
 ◦   Internal consistency        referenced
 ◦   Interrater                     Predictive
                                    Concurrent
                             ◦   Construct
Reliability (Precision)
The  ability of a measuring instrument to
 give consistent results on repeated trials
Repeated measurement reliability--the
 degree of consistency among repeated
 measurements of the same individual on
 more than one occasion
Reliability (cont’d)
Internal consistency reliability--evaluates the
 degree of agreement or homogeneity
 within a questionnaire measure of an
 attitude, personal characteristic, or
 psychological attribute.
Interrater reliability--reliability assessments
 derived from agreement among trained
 experts
Validity (Accuracy)

The  ability of a measuring instrument to
 give a true measure
Can be evaluated only if an accepted and
 independent method for confirming the
 test measurement exists
Validity (cont’d)
Content  validity--the degree to which a
 measure covers the range of meanings
 included within the concept
Criterion-referenced validity--found by
 correlating a measure with an external
 criterion of the entity being assessed
Validity (cont’d)
Two    types of criterion-referenced
 validity:
 ◦   Predictive validity--denotes the ability of a
     measure to predict some attribute or
     characteristic in the future
 ◦   Concurrent validity--obtained by correlating a
     measure with an alternative measure of the
     same phenomenon taken at the same point in
     time
Validity (cont’d)
ConstructValidity--degree to which the
 measurement agrees with the theoretical
 concept being investigated
Interrelationships Between
Reliability and Validity

It is possible for a measure to be highly
 reliable but invalid
It is not possible for a measure to be
 valid but unreliable
Representation of Reliability and
Validity
Sources of Unreliability and
Invalidity
Measurement  bias--constant errors that
 are introduced by a faulty measuring
 device and tend to reduce the reliability
 of measurements
Sources of Unreliability and
Invalidity (cont’d)
Halo effect--bias that affects the validity of
 questionnaire measurements
Example of Halo
All items of a checklist evaluation of an
 employee may be filled out in the same general
 direction based on the supervisor’s opinion of
 the individual
Sources of Unreliability and
Invalidity (cont’d)
Social   desirability effects
  ◦   Respondent answers questions in a manner
      that agrees with desirable social norms
Contingency (2 by 2)Table

                   Disease
                   Present Absent   Total

Screen Positive       a       b     a+b
Result
        Negative      c       d     c+d

        Total       a+c     b+d
Sensitivity and Specificity
Sensitivity = the probability that a person
  with the disease will test positive
P(+ | D)
Specificity = the probability that a person
  who does not have the disease will test
  negative




                                               27
28
Predictive Values
Positive Predictive value = the probability
 that a person who tests positive has the
 disease

Negative Predictive value = The probability
 that a person who tests negative does not
 have the disease



                                              29
30
31
Sample Calculation
Effects of Disease Prevalence on
the Predictive Value of a
Screening Test

When   the prevalence of a disease falls,
 the predictive value (+) falls, and the
 predictive value (-) rises.
Relationship Between Sensitivity
and Specificity

To  improve sensitivity, the cut point
 used to classify individuals as diseased
 should be moved farther in the range of
 the nondiseased (normals)
To improve specificity, the cut point
 should be moved farther in the range
 typically associated with the disease
Relationship Between Sensitivity and
Specificity (cont’d)
Procedures to Improve Sensitivity
and Specificity

Retrain  screeners--reduces the amount
 of misclassification in tests that require
 human assessment
Recalibrate screening instrument--
 reduces the amount of imprecision
Utilize a different test
Utilize more than one test
Evaluation of Screening Programs
Randomized      control trials
 ◦   Subjects receive either the new screening
     test or usual care
Case-control    studies
 ◦   Cases--fatal cases of the disease
 ◦   Controls--nonfatal cases
 ◦   Exposure--screening program

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Screenings in the community

  • 1. Chapter 11 Screening for Disease in the Community
  • 2. Learning Objectives Define and discuss reliability and validity Define the term screening Define and discuss sensitivity and specificity
  • 3. Screening for Disease Screening--the presumptive identification of unrecognized disease or defects by the application of tests, examinations, or other procedures that can be applied rapidly Positive screening results are followed by diagnostic tests to confirm actual disease
  • 4. Multiphasic Screening Defined as the use of two or more screening tests together among large groups of people Information obtained on risk factor status, history of illness, and health measurements Commonly used by employers and health maintenance organizations
  • 5. Mass Screening and Selective Screening Mass screening--screening on a large scale of total population groups regardless of risk status Selective screening--screens subsets of the population at high risk for disease ◦ More economical, and likely to yield more true cases.
  • 6. Mass Health Examinations Population or epidemiologic surveys--purpose is to gain knowledge regarding the distribution and determinants of diseases in selected populations
  • 7. Mass Health Examinations (cont’d) Epidemiologic surveillance--aims at the protection of community health through case detection and intervention Case finding (opportunistic screening)--the utilization of screening tests for detection of conditions unrelated to the patient’s chief complaint
  • 8. Appropriate Situations for Screening Tests and Programs Social Scientific Ethical
  • 9. Social The health problem should be important for the individual and the community Diagnostic follow-up and intervention should be available to all who require them There should be a favorable cost-benefit ratio Public acceptance must be high
  • 10. Scientific Natural history of the condition should be adequately understood ◦ This knowledge permits identification of early stages of disease and appropriate biologic markers of progression Prevalence of the disease or condition is high
  • 11. Ethical The program can alter the natural history of the condition in a significant proportion of those screened Suitable, acceptable tests for screening and diagnosis of the condition as well as acceptable, effective methods of prevention are available
  • 12. Characteristics of a Good Screening Test Simple Rapid Inexpensive Safe Acceptable
  • 13. Evaluation of Screening Tests Reliability types Validity types ◦ Repeated ◦ Content measurements ◦ Criterion- ◦ Internal consistency referenced ◦ Interrater  Predictive  Concurrent ◦ Construct
  • 14. Reliability (Precision) The ability of a measuring instrument to give consistent results on repeated trials Repeated measurement reliability--the degree of consistency among repeated measurements of the same individual on more than one occasion
  • 15. Reliability (cont’d) Internal consistency reliability--evaluates the degree of agreement or homogeneity within a questionnaire measure of an attitude, personal characteristic, or psychological attribute. Interrater reliability--reliability assessments derived from agreement among trained experts
  • 16. Validity (Accuracy) The ability of a measuring instrument to give a true measure Can be evaluated only if an accepted and independent method for confirming the test measurement exists
  • 17. Validity (cont’d) Content validity--the degree to which a measure covers the range of meanings included within the concept Criterion-referenced validity--found by correlating a measure with an external criterion of the entity being assessed
  • 18. Validity (cont’d) Two types of criterion-referenced validity: ◦ Predictive validity--denotes the ability of a measure to predict some attribute or characteristic in the future ◦ Concurrent validity--obtained by correlating a measure with an alternative measure of the same phenomenon taken at the same point in time
  • 19. Validity (cont’d) ConstructValidity--degree to which the measurement agrees with the theoretical concept being investigated
  • 20. Interrelationships Between Reliability and Validity It is possible for a measure to be highly reliable but invalid It is not possible for a measure to be valid but unreliable
  • 22. Sources of Unreliability and Invalidity Measurement bias--constant errors that are introduced by a faulty measuring device and tend to reduce the reliability of measurements
  • 23. Sources of Unreliability and Invalidity (cont’d) Halo effect--bias that affects the validity of questionnaire measurements
  • 24. Example of Halo All items of a checklist evaluation of an employee may be filled out in the same general direction based on the supervisor’s opinion of the individual
  • 25. Sources of Unreliability and Invalidity (cont’d) Social desirability effects ◦ Respondent answers questions in a manner that agrees with desirable social norms
  • 26. Contingency (2 by 2)Table Disease Present Absent Total Screen Positive a b a+b Result Negative c d c+d Total a+c b+d
  • 27. Sensitivity and Specificity Sensitivity = the probability that a person with the disease will test positive P(+ | D) Specificity = the probability that a person who does not have the disease will test negative 27
  • 28. 28
  • 29. Predictive Values Positive Predictive value = the probability that a person who tests positive has the disease Negative Predictive value = The probability that a person who tests negative does not have the disease 29
  • 30. 30
  • 31. 31
  • 33. Effects of Disease Prevalence on the Predictive Value of a Screening Test When the prevalence of a disease falls, the predictive value (+) falls, and the predictive value (-) rises.
  • 34. Relationship Between Sensitivity and Specificity To improve sensitivity, the cut point used to classify individuals as diseased should be moved farther in the range of the nondiseased (normals) To improve specificity, the cut point should be moved farther in the range typically associated with the disease
  • 35. Relationship Between Sensitivity and Specificity (cont’d)
  • 36. Procedures to Improve Sensitivity and Specificity Retrain screeners--reduces the amount of misclassification in tests that require human assessment Recalibrate screening instrument-- reduces the amount of imprecision Utilize a different test Utilize more than one test
  • 37. Evaluation of Screening Programs Randomized control trials ◦ Subjects receive either the new screening test or usual care Case-control studies ◦ Cases--fatal cases of the disease ◦ Controls--nonfatal cases ◦ Exposure--screening program