In what follows use any of the following tests: Regression, multiple regression, one-sided t-test or two-sided t-test. All conclusions should be based on 5% P-value threshold.
Choose the best fitting answer.
Open Brains data.
13. Task A: Perform two-sided t-test comparing the IQ and brain volume. What is the P-value?
14. Task B: Perform regression where X-axis is the Volume and Y-axis is the IQ. What is the P-value related to the slope?
15. Do these tests make sense?
CCMIDSA: Corpus Collasum Surface Area (cm2) FIQ: Full-Scale IQ HC: Head Circumference (cm) ORDER: Birth Order PAIR: Pair ID (Genotype) SEX: Sex (1=Male 2=Female) TOTSA: Total Surface Area (cm2) TOTVOL: Total Brain Volume (cm3) WEIGHT: Body Weight (kg) 8.42 96 57.2 1 6 1 1806.31 1079 61.236 7.44 88 57.2 1 7 1 2018.92 1104 79.38 6.84 85 57.2 1 8 1 2154.67 1439 99.792 6.48 97 57.2 1 9 1 1767.56 1029 81.648 6.43 124 58.5 1 10 1 1971.63 1160 72.576 7.62 101 57.2 2 6 1 1689.6 1173 61.236 6.03 93 57.2 2 7 1 2136.37 1067 83.916 6.59 94 55.8 2 8 1 1966.81 1347 97.524 7.52 114 56.5 2 9 1 1827.92 1100 88.452 7.67 113 59.2 2 10 1 1773.83 1204 79.38 6.08 96 54.7 1 1 2 1913.88 1005 57.607 5.73 87 53 1 2 2 1902.36 1035 64.184 6.22 101 57.8 1 3 2 2264.25 1281 63.958 5.8 103 56.6 1 4 2 1866.99 1051 133.358 7.99 127 53.1 1 5 2 1743.04 1034 62.143 7.99 89 54.2 2 1 2 1684.89 963 58.968 8.76 87 52.9 2 2 2 1860.24 1027 58.514 6.32 103 56.9 2 3 2 2216.4 1272 61.69 6.32 96 55.3 2 4 2 1850.64 1079 107.503 7.6 126 54.8 2 5 2 1709.3 1070 83.009
13. Task A: Perform two-sided t-test comparing the IQ and brain volume. What is the P-value?
a. 2.30863E-19
14. Task B: Perform regression where X-axis is the Volume and Y-axis is the IQ. What is the P-value related to the slope?
d. 0.790616477
15. Do these tests make sense?
c. Both tests make sense in this setting
IQ | TBV |
96 | 1079 |
88 | 1104 |
85 | 1439 |
97 | 1029 |
124 | 1160 |
101 | 1173 |
93 | 1067 |
94 | 1347 |
114 | 1100 |
113 | 1204 |
96 | 1005 |
87 | 1035 |
101 | 1281 |
103 | 1051 |
127 | 1034 |
89 | 963 |
87 | 1027 |
103 | 1272 |
96 | 1079 |
126 | 1070 |
r² | 0.004 | |||||
r | -0.063 | |||||
Std. Error | 13.546 | |||||
n | 20 | |||||
k | 1 | |||||
Dep. Var. | IQ | |||||
ANOVA table | ||||||
Source | SS | df | MS | F | p-value | |
Regression | 13.3255 | 1 | 13.3255 | 0.07 | .7906 | |
Residual | 3,302.674 | 18 | 183.4819 | |||
Total | 3,316.000 | 19 | ||||
Regression output | confidence interval | |||||
variables | coefficients | std. error | t (df=18) | p-value | 95% lower | 95% upper |
Intercept | 108.547 | |||||
TBV | -0.0067 | 0.0249 | -0.269 | .7906 | -0.0590 | 0.0456 |
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