The dangers of predicting ratio standards using multiple regression: A case study using the ratio standard VO2peak (ml·kg−1·min−1)

This case study provides powerful evidence that allometric models are more interpretable and provide a superior fit compared with multiple regression models when predicting ratio standards. Note that a simple algebraic adjustment enables researchers to predict the ratio standard VO<sub>2peak</sub> (ml·kg<sup>-1</sup>·min<sup>-1</sup>) without further analyses.

Authors

Institutions

Publication Details

Journal
Journal of science and medicine in sport
Published
2025-08-08
DOI
https://doi.org/10.1016/j.jsams.2025.08.002
Citations
1
Primary Topic
Hemodynamic Monitoring and Therapy
Type
article
Field-Weighted Citation Impact
2.01
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

The dangers of predicting ratio standards using multiple regression: A case study using the ratio standard VO2peak (ml·kg−1·min−1)

Alan Nevill, Anelise Reis Gaya, Gabriel Gustavo Bergmann, João Francisco de Castro Silveira et al.
1 citations
Journal of science and medicine in sport
Hemodynamic Monitoring and Therapy
2.01
article

The dangers of predicting ratio standards using multiple regression: A case study using the ratio standard VO2peak (ml·kg−1·min−1)

Alan Nevill, Anelise Reis Gaya, Gabriel Gustavo Bergmann, João Francisco de Castro Silveira, Cézane Priscila Reuter, Gustavo Silva, Thiago Del Corona Lorenzi
article en
1 citations

Abstract

This case study provides powerful evidence that allometric models are more interpretable and provide a superior fit compared with multiple regression models when predicting ratio standards. Note that a simple algebraic adjustment enables researchers to predict the ratio standard VO<sub>2peak</sub> (ml·kg<sup>-1</sup>·min<sup>-1</sup>) without further analyses.

Journal of science and medicine in sportVol. 29(1)
University of Wolverhampton (GB), Universidade Federal do Rio Grande do Sul (BR), Universidade Federal de Pelotas (BR), Universidade de Santa Cruz do Sul (BR), Instituto Federal de Educação, Ciência e Tecnologia do Rio Grande do Sul (BR), Health and Human Development (2HD) Research Network (CM), Instituto Superior da Maia (PT)
Climate action
Openalex Percentile: Top 13%
Hemodynamic Monitoring and Therapy
2.01
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

The dangers of predicting ratio standards using multiple regression: A case study using the ratio standard VO2peak (ml·kg−1·min−1) — Alan Nevill, Anelise Reis Gaya, et al. · Journal of science and medicine in sport (2025) | TGRS Research Map | TGRS