Reporting and interpreting statistical results in veterinary medicine: Calling for change

Abstract Understanding and correctly interpreting statistical results presented in scientific articles is a required skill for practicing evidence‐based veterinary medicine. A prerequisite for doing so is the adequate reporting of the results in scientific journals. However, most authors of veterina...

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Main Authors: Hsin‐Yi Weng, Locksley L. McV. Messam
Format: Article
Language:English
Published: Wiley 2025-01-01
Series:Journal of Veterinary Internal Medicine
Subjects:
Online Access:https://doi.org/10.1111/jvim.17258
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author Hsin‐Yi Weng
Locksley L. McV. Messam
author_facet Hsin‐Yi Weng
Locksley L. McV. Messam
author_sort Hsin‐Yi Weng
collection DOAJ
description Abstract Understanding and correctly interpreting statistical results presented in scientific articles is a required skill for practicing evidence‐based veterinary medicine. A prerequisite for doing so is the adequate reporting of the results in scientific journals. However, most authors of veterinary publications determine the importance of their findings based on statistical significance (ie, P < .05), indicating that neither the limitations of using P values for inference nor the existence of more appropriate alternatives are widely appreciated in veterinary medicine. This deficiency in knowledge indicates a need to increase awareness in veterinary medicine regarding reporting statistical measures that quantify the magnitude of an effect along with its level of uncertainty, and then interpreting these results for clinical decision making. We utilize a hypothetical randomized controlled trial of dietary management in cats with chronic kidney disease to discuss some common misconceptions about P values and provide practical suggestions for alternatives. Reporting appropriate effect estimates along with their confidence intervals will allow veterinarians to easily and correctly determine whether the magnitude of the effect of interest meets clinical needs while acknowledging uncertainty in the results. We also describe confidence interval functions and show their utility as visual tools in aiding interpretation of confidence intervals. By providing practical guidance, we show that a change in reporting and interpreting statistical results is feasible and necessary. We hope this crucial step will promote clinical decision making based on effect estimates and confidence intervals.
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spelling doaj-art-c1d0f6fbd5b64f2daffe3a7a75cae9142025-01-27T15:22:40ZengWileyJournal of Veterinary Internal Medicine0891-66401939-16762025-01-01391n/an/a10.1111/jvim.17258Reporting and interpreting statistical results in veterinary medicine: Calling for changeHsin‐Yi Weng0Locksley L. McV. Messam1Department of Comparative Pathobiology, College of Veterinary Medicine Purdue University West Lafayette Indiana USASection: Herd Health and Animal Husbandry, School of Veterinary Medicine University College Dublin Dublin IrelandAbstract Understanding and correctly interpreting statistical results presented in scientific articles is a required skill for practicing evidence‐based veterinary medicine. A prerequisite for doing so is the adequate reporting of the results in scientific journals. However, most authors of veterinary publications determine the importance of their findings based on statistical significance (ie, P < .05), indicating that neither the limitations of using P values for inference nor the existence of more appropriate alternatives are widely appreciated in veterinary medicine. This deficiency in knowledge indicates a need to increase awareness in veterinary medicine regarding reporting statistical measures that quantify the magnitude of an effect along with its level of uncertainty, and then interpreting these results for clinical decision making. We utilize a hypothetical randomized controlled trial of dietary management in cats with chronic kidney disease to discuss some common misconceptions about P values and provide practical suggestions for alternatives. Reporting appropriate effect estimates along with their confidence intervals will allow veterinarians to easily and correctly determine whether the magnitude of the effect of interest meets clinical needs while acknowledging uncertainty in the results. We also describe confidence interval functions and show their utility as visual tools in aiding interpretation of confidence intervals. By providing practical guidance, we show that a change in reporting and interpreting statistical results is feasible and necessary. We hope this crucial step will promote clinical decision making based on effect estimates and confidence intervals.https://doi.org/10.1111/jvim.17258confidence intervaleffect sizeevidence‐based medicineprecisionstatistical significance
spellingShingle Hsin‐Yi Weng
Locksley L. McV. Messam
Reporting and interpreting statistical results in veterinary medicine: Calling for change
Journal of Veterinary Internal Medicine
confidence interval
effect size
evidence‐based medicine
precision
statistical significance
title Reporting and interpreting statistical results in veterinary medicine: Calling for change
title_full Reporting and interpreting statistical results in veterinary medicine: Calling for change
title_fullStr Reporting and interpreting statistical results in veterinary medicine: Calling for change
title_full_unstemmed Reporting and interpreting statistical results in veterinary medicine: Calling for change
title_short Reporting and interpreting statistical results in veterinary medicine: Calling for change
title_sort reporting and interpreting statistical results in veterinary medicine calling for change
topic confidence interval
effect size
evidence‐based medicine
precision
statistical significance
url https://doi.org/10.1111/jvim.17258
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AT locksleylmcvmessam reportingandinterpretingstatisticalresultsinveterinarymedicinecallingforchange