Total number of ways to choose a page = 1000
The favorable cases that the sum of the digits of the marked number on the page is equal to 9 are one digit numbers or two-digit numbers or three-digit numbers, if the three-digit number is \(abc\).
\[
a + b + c = 9, \quad 0 \leq a, b, c \leq 9
\]
Hence, the number of favorable solutions for the equation \(a + b + c = 9\) is \(11 C_2 = 55\).
Thus, the required probability is:
\[
\frac{55}{1000} = \frac{11}{200}
\]