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. 2018 Apr 24;9:240. doi: 10.3389/fneur.2018.00240

Table 3.

GEE model estimating the mean difference in NP test scores by heading exposure quartiles and by number of unintentional head impacts reported in a 2-week recall period.

Exposure Median value Mean difference in Neuropsychological Test Score

Includes all 2-week episodes Excludes episodes with reported probable or certain concussion


Na Aa mean difference (95% CI) Wald chi-square (p-value) Bb mean difference (95% CI) Wald chi-square (p-value) Na CB mean difference (95% CI) Wald chi-square (p-value)


N = 741 Verbal learning: higher score = better performancec
International shopping list—immediate recall (ISL)
N = 719
Heading 2 177 4.20 (0.24) 3.11 (0.37) 173 3.49 (0.32)
9 191 0.34 (−0.40, 1.07) 0.35 (−0.39, 1.10) 186 0.36 (−0.39, 1.10)
25 187 −0.29 (−1.15, 0.57) −0.22 (−1.10, 0.67) 181 −0.27 (−1.16, 0.63)
101 186 −0.54 (−1.49, 0.42) −0.40 (−1.44, 0.64) 179 −0.43 (−1.47, 0.61)

Unintentional head impacts 0 484 2.38 (0.31) 1.30 (0.52) 472 1.50 (0.47)
1 140 −0.08 (−0.82, 0.65) −0.02 (−0.79, 0.75) 135 −0.05 (−0.83, 0.74)
2 + 117 −0.73 (−1.67, 0.21) −0.56 (−1.58, 0.46) 112 −0.62 (−1.65, 0.42)

N = 735 Psychomotor speed: higher score = better performanced
Groton Maze Chase Task
N = 713

Heading 2 174 24.50 22.90 170 23.30
9 191 0.07 (0.00, 0.15) (0.00) 0.08 (0.01, 0.15) (0.00) 186 0.08 (0.01, 0.16) (0.00)
25 186 −0.01 (−0.09, 0.08) −0.00 (−0.09, 0.10) 180 −0.01 (−0.08, 0.10)
101 184 −0.12 (−0.21, −0.03) −0.11 (−0.20, −0.01) 177 −0.10 (−0.20, −0.00)

Unintentional head impacts 0 480 4.08 (0.13) 1.77 (0.41) 468 1.85
1 138 −0.07 (−0.15, 0.01) −0.05 (−0.12, 0.03) 133 −0.06 (−0.13, 0.02) (0.40)
2+ 117 −0.08 (−0.18, 0.02) −0.05 (−0.15, 0.06) 112 −0.03 (−0.13, 0.08)

N = 732 Attention: lower score = better performancee
Identification task (IDN)
N = 711

Heading 2 176 6.00 (0.11) 2.54 (0.47) 172 3.29
9 189 −0.01 (−0.02, 0.01) −0.00 (−0.02, 0.02) 184 0.00 (−0.02, 0.02) (0.35)
25 185 0.00 (−0.2, 0.02) 0.00 (−0.02, 0.02) 179 0.00 (−0.02, 0.02)
101 182 0.02 (−0.01, 0.04) 0.01 (−0.01, 0.04) 176 0.02 (−0.01, 0.04)

Unintentional head impacts 0 479 0.95 (0.62) 1.53 (0.47) 468 2.10
1 136 0.00 (−0.02, 0.02) −0.01 (−0.03, 0.01) 131 −0.01 (−0.03, 0.01) (0.35)
2+ 117 −0.01 (−0.04, 0.01) −0.01 (−0.03, 0.01) 112 −0.02 (−0.04, 0.01)

N = 705 Attention: higher score = better performancef
One back task (ONB)
N = 684

Heading 2 170 11.80 9.94 (0.02) 166 9.64
9 176 0.01 (−0.03, 0.05) (0.01) 0.01 (−0.03, 0.06) 171 −0.01 (−0.03, 0.06) (0.02)
25 178 −0.04 (−0.09, 0.01) −0.04 (−0.09, 0.01) 172 −0.04 (−0.09, 0.10)
101 181 −0.07 (−0.12, −0.01) −0.06 (−0.12, 0.00) 175 −0.06 (−0.12, 0.00)

Unintentional head impacts 0 459 3.89 (0.14) 1.60 (0.45) 447 1.78
1 133 −0.04 (−0.08, 0.01) −0.03 (−0.07, 0.02) 128 −0.03 (−0.08, 0.02) (0.41)
2+ 113 −0.03 (−0.08, 0.01) −0.02 (−0.07, 0.03) 109 −0.02 (−0.07, 0.03)

N = 741 Working memory: higher score = better performanceg
Two back task (TWOB)
N = 719

Heading 2 177 8.77 (0.03) 7.46 (0.06) 173 7.85
9 191 0.01 (−0.03, 0.04) 0.08 (−0.03, 0.05) 186 −0.01 (−0.03, 0.05) (0.05)
25 187 −0.04 (−0.09, 0.01) −0.09 (−0.16, −0.01) 181 −0.04 (−0.09, 0.01)
101 186 −0.07 (−0.13, −0.01) −0.03 (−0.08, 0.02) 179 −0.07 (−0.13, −0.00)

Unintentional head impacts 0 484 3.17 (0.21) 1.26 (0.53) 472 1.40
1 140 −0.40 (−0.09, 0.01) −0.03 (−0.08, 0.02) 135 −0.03 (−0.08, 0.02) (0.50)
2+ 117 −0.03 (−0.08, 0.02) −0.01 (−0.06, 0.04) 173 −0.01 (−0.06, 0.04)

N = 741 Verbal memory: higher score = better performanceh
International shopping list delayed recall (ISRL)
N = 719
Heading 2 177 2.22 (0.53) 2.03 (0.57) 173 1.88
9 191 0.18 (−0.18, 0.54) 0.19 (−0.17, 0.55) 186 0.18 (−0.19, 0.55) (0.60)
25 187 −0.06 (−0.46, 0.33) −0.05 (−0.45, 0.35) 181 −0.06 (−0.47, 0.35)
101 186 −0.09 (−0.52, 0.35) −0.07 (−0.54, 0.40) 179 −0.06 (−0.53, 0.41)

Unintentional head impacts 0 484 0.24 (0.89) 0.08 (0.96) 472 0.16
1 140 −0.04 (−0.37, 0.29) −0.03 (−0.36, 0.31) 135 −0.05 (−0.40, 0.29) (0.92)
2+ 117 −0.12 (−0.54, 0.32) −0.06 (−0.52, 0.40) 173 −0.08 (−0.55, 0.38)

aSeparate models were run for heading and for unintentional head impacts; N refers to the number of HeadCounts-2w used in the specific model 2.

bA single model was run that included both heading and unintentional head impacts.

cCovariates: gender, main position of soccer play, WRAT; and cigarette use.

dCovariates: age and WRAT.

eCovariates: gender, main position of soccer play, age and the WRAT.

fCovariates: main position of soccer play, cigarette use, and WRAT.

gCovariates: cigarette use and WRAT and unintended model added gender.

hCovariates: gender, cigarette use, WRAT, and amount of alcoholic drinks/week.