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. 2023 Feb 23;23:107. doi: 10.1186/s12877-023-03789-2

Table 3.

Top-ranked predictors of the Healthy Aging Index for the total study population and the four generations, and the average ranking list of the top-ranked predictors of the four generations together

Ranking Exposures Domain Total population (n = 2815) # of times selected as predictor Average ranking if selecteda Generation 1960s (n = 459) Generation 1950s (n = 1155) Generation 1940s (n = 872) Generation 1930s (n = 329)
1 Body mass index (AUE) Biological 1 4 3.0 3 1 1 7
2 Waist/hip ratio (AUE) Biological 3 4 3.0 4 3 2 3
3 Waist circumference (AUE) Biological 2 4 3.5 1 2 3 8
4 Body mass index (TOE) Biological 4 3 6.0 2 5 11
5 Cholesterol medication (% of the time yes) Biological 5 2 2.5 4 1
6 Total cholesterol (TOE) Biological 10 2 5.0 5 5
7 Educational levelb Demographic 9 2 6.5 11 2
8 Total/HDL cholesterol (AUE) Biological 8 2 7.0 4 10
9 Dutch Healthy Diet index 2015 (AUE) Lifestyle 6 2 7.5 9 6
10 HDL cholesterol (AUE) Biological 7 2 7.5 7 8
11 HDL cholesterol (TOE) Biological 2 8.0 7 9
12 Total/HDL cholesterol (TOE) Biological 1 4.0 4
13 Packyears (AUE) Lifestyle 1 6.0 6
14 Smoking status (% of the time smoker) Lifestyle 1 6.0 6
15 Working hours (AUE) Demographic 1 8.0 8
16 PM2.5 (AUE) Environmental 1 9.0 9
17 Cholesterol medication (% from no to yes) Biological 1 10.0 10
18 Waist circumference (TOE) Biological 1 10.0 10

AUE Area-Under-the-Exposure, TOE Trend-Of-the-Exposure

The top-ranked predictors were selected through cross-validation (x = 10 for the total population, x = 4 for generation 1960s, x = 11 for generation 1950s, x = 11 for generations 1940s, and x = 10 for generation 1930s)

aCalculated by dividing the sum of a particular exposure’s ranking position for all generations by the number of times the exposure has been selected as top-ranked predictor (e.g., for body mass index (AUE), this is (3 + 1 + 1 + 7)/4 = 3.0)

bEducational level represents the highest level of education attained and is not a time-varying exposure