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Mental Health Study Example Alachua County, Florida

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Life events: a composite measure of the number and severity of important life ... model mental = life ses / dist=multinomial link=clogit; run; What does this mean? and ... – PowerPoint PPT presentation

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Title: Mental Health Study Example Alachua County, Florida


1
Mental Health Study ExampleAlachua County,
Florida
  • Purpose Relate mental impairment to two
    explanatory variables, the severity of life and
    socioeconomic status

2
The Dataset
  • Subject a randomly assigned id number (1, 2,
    3,)
  • Mental impairment ordinal response with
    categories well, mild symptom formation,
    moderate symptom formation, and impaired
  • Life events a composite measure of the number
    and severity of important life events such as
    birth of a child, new job, divorce in the family
    that occurred to the subject within the past
    three years (0, 1,,9)
  • Socioeconomic status (SES) measured here as
    binary (1 high and 2 low)

3
The Main Effects Model
Proportional odds model J 4 response
categories (well, mild, moderate, impaired) x1
life events (0,1,2,,9) x2 SES (1 low, 2
high)
4
SAS Code Output

5
What does this mean?
  • and
  • The cumulative probability of starting at the
    well end of the scale decreases (b1) as the life
    events score increases and also increases at the
    higher level of SES (b2).

6
  • SES Effect
  • for x1 4.275, the mean life events score
  • THIS WILL BE P(Y lt 2) FORMULA

7
  • Life Events Effect
  • for x2 1, high SES

for x2 0, low SES
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