The importance of considering prediction variance in analyses using photogrammetric mass estimates

  • Proffitt K
  • Garrott R
  • Rotella J
 et al. 
  • 58

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Abstract

Development and application of photogrammetric mass-estimation techniques in marine mammal studies is becoming increasingly common. When a photogram- metrically estimated mass is used as a covariate in regression modeling, the error associated with estimating mass induces bias in regression statistics and decreases model explanatory power. Thus, it is important to understand and account for pre- diction variance when addressing ecological questions that require use of estimated mass values. In a simulation study based on data collected from Weddell seals, we developed regression models of pup weaning mass as a function of maternal postparturition mass where maternal mass was directly measured and second where maternal mass was photogrammetrically estimated.We demonstrate that when es- timated mass was used, the regression coefficient was biased toward zero and the coefficient of determination was 30% less than the value obtained when using ma- ternal postparturition mass obtained from direct measurement. After applying bias correction procedures, however, the regression coefficient and coefficient of determi- nation were within 2% of their true values. To effectively use photogrammetrically estimated masses, prediction variance should be understood and accounted for in all analyses. The methods presented in this paper are effective and simple techniques to explore and account for prediction variance.

Author-supplied keywords

  • Body mass
  • Leptonychotes weddellii
  • Measurement error
  • Photogrammetry
  • Prediction variance
  • Weddell seal

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