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Vol. 83, Issue 6, 2167-2168, December 1997
Liverpool John Moores UniversitySchool of Human SciencesLiverpool L3 3AF, United Kingdom
The following is the abstract of the article discussed in the
subsequent letter:
Batterham, Alan M., Keith Tolfrey, and Keith P. George. Nevill's explanation of Kleiber's 0.75 mass exponent: an
artifact of collinearity problems in least squares models? J. Appl. Physiol. 82(2): 693-697, 1997.
Intraspecific
allometric modeling (Y = a · massb,
where Y is the physiological dependent variable and a
is the proportionality coefficient) of peak oxygen uptake
(
O2peak) has frequently
revealed a mass exponent (b) greater than that predicted from
dimensionality theory, approximating Kleiber's 3/4 exponent for basal
metabolic rate. Nevill (J. Appl. Physiol. 77: 2870-2873,
1994) proposed an explanation and a method that restores the inflated
exponent to the anticipated 2/3. In human subjects, the method involves
the addition of "stature" as a continuous predictor variable in a
multiple log-linear regression model: ln Y = ln a + c · ln stature + b · ln mass + ln
, where c is the general body size exponent and
is
the error term. It is likely that serious collinearity confounds may
adversely affect the reliability and validity of the model. The aim of
this study was to critically examine Nevill's method in modeling
O2peak in prepubertal,
teenage, and adult men. A mean exponent of 0.81 (95% confidence
interval, 0.65-0.97) was found when scaling by mass alone.
Nevill's method reduced the mean mass exponent to 0.67 (95%
confidence interval, 0.44-0.9). However, variance inflation factors and tolerance for the log-transformed stature and mass variables exceeded published criteria for severe collinearity. Principal components analysis also diagnosed severe collinearity in two
principal components, with condition indexes >30 and variance decomposition proportions exceeding 50% for two regression
coefficients. The derived exponents may thus be numerically inaccurate
and unstable. In conclusion, the restoration of the mean mass exponent
to the anticipated 2/3 may be a fortuitous statistical artifact.
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