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. Author manuscript; available in PMC: 2023 Jan 4.
Published in final edited form as: Body Image. 2022 Jul 28;42:307–314. doi: 10.1016/j.bodyim.2022.06.010

Table 3.

Prospective associations between Wave IV covariates, Wave III MODBs and Wave IV standardized cognitive outcomes in adults 24–32 years of age.

Immediate word recall
(short-term memory)
Delayed word recall
(long-term memory)
Number recall
(working memory)
R 2 ΔR 2 R 2 ΔR 2 R 2 ΔR 2
Step 1a .079 .082 .098
Step 2 .086 .008* .084 .002 .106 .008*
βa (95 % CI) βa (95 % CI) βa (95 % CI)
Age −0.05 (−0.05 to −0.01)** −0.04 (−0.06 to −0.01)** −0.03 (−0.05 to 0.01)
Biological Sex 0.08 (0.07–0.32)** 0.09 (0.10–0.35)*** 0.01 (−0.12 to 0.14)
Body Mass Index (BMI) 0.00 (−0.01 to 0.01) −0.04 (−0.02 to 0.00) −0.04 (−0.02 to 0.00)
Highest Education 0.16 (0.05–0.10)*** 0.15 (0.05–0.09)*** 0.15 (0.05–0.09)**
Peabody Picture Vocabulary Test 0.15 (0.01–0.01)*** 0.17 (0.01–0.02)*** 0.21 (0.01–0.02)**
Eat Different Foods −0.05 (−0.20 to −0.01)* −0.03 (−0.16 to 0.04) −0.00 (−0.12 to 0.14)
Exercise 0.03 (−0.03 to 0.17) 0.01 (−0.09 to 0.11) 0.06 (0.03–0.23)*
Lift Weights −0.06 (−0.22 to −0.01)* −0.03 (−0.16 to 0.01) −0.06 (−0.23 to −0.02)*
Take Food Supplements −0.02 (−0.16 to 0.07) 0.01 (−0.09 to 0.14) −0.03 (−0.18 to 0.05)
Eat More −0.03 (−0.15 to 0.04) −0.02 (−0.13 to 0.01) 0.02 (−0.05 to 0.14)
Legal PES-Use 0.06 (0.03–0.527)* 0.01 (−0.01 to 0.14) 0.06 (0.03–0.27)*
Illegal PES-Use −0.02 (−0.34 to 0.17) −0.02 (−0.38 to 0.13) 0.00 (−0.25 to 0.27)

Note. Data is from the National Longitudinal Study of Adolescent to Adult Health (Add Health) Waves III & IV. MODBS = Muscularity-oriented disordered behaviors. PES = performance enhancing substances. Covariates included age, biological sex, BMI, education, and Wave I cognition.

*

p < .05

**

p < .01

***

p < .001

a

Only covariates were entered in Step 1. For parsimony, specific beta coefficients of covariates are only presented for Step 2.