Using partial least squares regression as a predictive tool in describing equine third metacarpal bone shape.
Abstract: Population variance in bone shape is an important consideration when applying the results of subject-specific computational models to a population. In this letter, we demonstrate the ability of partial least squares regression to provide an improved shape prediction of the equine third metacarpal epiphysis, using two easily obtained measurements.
Publication Date: 2017-10-26 PubMed ID: 29072962DOI: 10.1080/10255842.2017.1393806Google Scholar: Lookup
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- Journal Article
Summary
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The article explores how partial least squares regression can be used to predict the shape of a horse’s third metacarpal bone more accurately based on two easily obtained measurements.
Introduction to the Research Paper
- The research paper revolves around the study of bones, specifically, the third metacarpal bone in horses.
- The focus of the study is to develop a more refined methodology in predicting bone shape using partial least squares (PLS) regression.
- The significance of this study stems from the fact that understanding and predicting bone shapes is crucial when applying subject-specific computational models to a group or population.
Methodology
- The method applied in the study is the partial least squares regression, a statistical technique popularly used in fields like chemometrics, but less commonly seen in bone studies.
- This statistical method enables the researchers to predict the shape of the equine third metacarpal epiphysis, a type of bone found in horses, using two easily obtainable measurements.
- The choice of using PLS is based on its potential to provide improved shape predictions, which could be crucial when employing computational models across populations.
Findings and Conclusions
- The researchers’ hypothesis is that PLS can provide better prediction results compared to more traditional methods.
- The article, while brief, seems to show that PLS does, indeed, provide improved shape prediction, suggesting the viability and potential applicability of this method in the study of the third metacarpal bone of horses.
- The practical implication of this research could extend beyond the study of horses or the third metacarpal bone, opening the possibility for the use of PLS in predicting the shape and structure of different bones in different species, which could significantly expedite and enhance population-based studies in these areas.
Cite This Article
APA
Liley H, Zhang J, Firth E, Fernandez J, Besier T.
(2017).
Using partial least squares regression as a predictive tool in describing equine third metacarpal bone shape.
Comput Methods Biomech Biomed Engin, 20(15), 1609-1612.
https://doi.org/10.1080/10255842.2017.1393806 Publication
Researcher Affiliations
- a Auckland Bioengineering Insititute, University of Auckland , Auckland , New Zealand.
- a Auckland Bioengineering Insititute, University of Auckland , Auckland , New Zealand.
- a Auckland Bioengineering Insititute, University of Auckland , Auckland , New Zealand.
- b Department of Exercise Sciences , University of Auckland , Auckland , New Zealand.
- a Auckland Bioengineering Insititute, University of Auckland , Auckland , New Zealand.
- c Department of Engineering Science , Auckland Bioengineering Insititute, University of Auckland , Auckland , New Zealand.
- a Auckland Bioengineering Insititute, University of Auckland , Auckland , New Zealand.
- c Department of Engineering Science , Auckland Bioengineering Insititute, University of Auckland , Auckland , New Zealand.
MeSH Terms
- Animals
- Horses / anatomy & histology
- Image Processing, Computer-Assisted
- Least-Squares Analysis
- Metacarpal Bones / anatomy & histology
- Models, Anatomic
Citations
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