Table 4: Logistic regression model 2 statistics.
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Goodness of Fit Statistics |
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|
Observations |
-2 Log (Likelihood) |
R2 (McFadden) |
AIC |
SBC |
Interpretation |
|
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|
33 |
17.595 |
0.593 |
49.595 |
73.539 |
The model accounts for 59% of the variation in breath acetone. It is an adequate fit of the model and has more complexity with a higher SBC than Model 1. |
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Type II Analysis Chi-Square (LR) | Pr > LR |
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|
Dependent Variable |
Body Fat (%) |
Visceral Level |
BMI (kg/m2) |
Skeletal Muscle (%) |
Position |
Interpretation |
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|
Breath Acetone (Higher/Lower than sample mean 9.95 ppm) |
1.427 | 0.232 |
2.134 | 0.144 |
0.866 | 0.352 |
0.408 | 0.523 |
22.031 | 0.024 |
The position variable accounts for most of the predictive value in this model and different positions have a statistically significant impact on the likelihood of the outcome. |
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