Logistic Regression: A Self-learning Text, Third Edition (Statistics in the Health Sciences)

(vip2019) #1
Wald statistic:Z¼
^bSMKNS
s^bSMKNS, which is approximately
normal (0, 1) underH 0 , or alternatively,
Z^2 is approximately chi square with one degree of
freedom underH 0 ; test computation:
Z¼ 01 : 5997 :^1128 ¼ 1 : 856 ; alternatively,Z^2 ¼3.44; the
P‐value for the Wald test is 0.0635, which gives
borderline significance.
The LR statistic is 3.51, which is approximately equal
to the square of the Wald statistic; therefore, both
statistics give the same conclusion of borderline
significance for the effect of the interaction term.


  1. The formula for the estimated odds ratio is given
    byORdadj¼expðb^SMKþ^dSMKNSNSÞ¼expð 1 : 9381
     1 : 1128 NSÞ, where the coefficients come from Model
    II and the confounding effects of NS and AS are
    controlled.

  2. Using the adjusted odds ratio formula given in
    Question 7, the estimated odds ratio values for NS¼ 1
    and NS¼0 are
    NS¼1: exp[1.93811.1128(1)]¼exp(0.8253)¼2.28;
    NS¼0: exp[1.93811.1128(0)]¼exp(1.9381)¼6.95

  3. Formula for the 95% confidence interval for the
    adjusted odds ratio when NS¼1:


exp^l 1 : 96

ffiffiffiffiffiffiffiffiffiffiffiffiffiffi
dvar^l

q 




;where^l¼b^SMKþ^dSMKNSð 1 Þ

¼b^SMKþ^dSMKNS

and
dvar^l




¼dvarb^SMK




þð 1 Þ^2 dvar^dSMKNS




þ 2 ð 1 Þdcov^bSMK;^dSMKNS




;


wheredvar ^bSMK




;dvar^dSMKNS




, and
covd ^bSMK;^dSMKNS




are obtained from the printout of
the variance–covariance matrix.


  1. ^l¼^bSMKþ^dSMKNS¼ 1 : 9381 þð 1 : 1128 Þ¼ 0 : 8253
    dvar^l





¼ 0 : 1859 þð 1 Þ^2 ð 0 : 3596 Þþ 2 ð 1 Þð 0 : 1746 Þ
¼ 0 : 1859 þ 0 : 3596  0 : 3492 ¼ 0 : 1963 :
The 95% confidence interval for the adjusted odds
ratio is given by

exp^l 1 : 96

ffiffiffiffiffiffiffiffiffiffiffiffiffiffiffi
Vard^lÞ

q
¼exp 0 : 8253  1 : 96

ffiffiffiffiffiffiffiffiffiffiffiffiffiffi
0 : 1963

p

¼expð 0 : 8253  1 : 96  0 : 4430 Þ
¼ e^0 :^0430 ;e^1 :^6936




¼ð 0 : 96 ; 5 : 44 Þ:

Chapter 5 673
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