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International Journal of Veterinary Research and Allied Sciences

2025 Volume 5 Issue 2
Creative Commons License

The Reference Interval Is Not the Patient: A Clinical Reasoning Framework for Reconciling Serial Biomarkers, Biological Variation, Imaging Evidence, Pretest Probability, and Discordant Findings in Veterinary Diagnosis


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  1. Department of Veterinary Clinical Pathology and Diagnostic Reasoning, Faculty of Veterinary Medicine, Polytechnic University of Madrid, Madrid, Spain.
  2. Department of Veterinary Internal Medicine and Diagnostic Imaging, Faculty of Veterinary Medicine, University of Barcelona, Barcelona, Spain.
Abstract

Reference intervals are indispensable for veterinary laboratory interpretation, but they describe distributions in selected reference populations rather than the evolving biological state of an individual animal. Diagnostic error may arise when population-normality is treated as equivalent to patient stability, when serial change is interpreted without accounting for analytical or biological variation, or when laboratory, imaging, and clinical findings are expected to converge synchronously. This article develops an original non-empirical diagnostic reasoning framework for reconciling population reference values, individual biological baselines, preanalytical and analytical variation, serial biomarker trajectories, pretest probability, imaging evidence, and discordant findings. The synthesis distinguishes whether a new result represents expected fluctuation, measurement-related change, biologically meaningful deviation, context-dependent evidence, or unresolved discordance requiring reassessment. It further argues that the diagnostic meaning of any finding depends not only on whether it crosses a reference limit, but also on its direction and magnitude of change, the reliability of the measurement process, the patient's previous trajectory, disease probability before testing, and agreement or disagreement with independent evidence streams. The proposed framework is intended to organize reasoning rather than provide a numerical diagnostic score or validated decision rule. Its applicability will depend on species, analyte, disease, care setting, temporal stage, availability of prior measurements, and quality of the underlying biological-variation and diagnostic-performance evidence. Prospective validation is therefore required before claims of improved diagnostic accuracy, clinical utility, or patient outcomes can be made.


How to cite this article
Vancouver
Martínez S, Gómez C, Navarro L. The Reference Interval Is Not the Patient: A Clinical Reasoning Framework for Reconciling Serial Biomarkers, Biological Variation, Imaging Evidence, Pretest Probability, and Discordant Findings in Veterinary Diagnosis. Int J Vet Res Allied Sci. 2025;5(2):22-31. https://doi.org/10.51847/8HEQtsIidH
APA
Martínez, S., Gómez, C., & Navarro, L. (2025). The Reference Interval Is Not the Patient: A Clinical Reasoning Framework for Reconciling Serial Biomarkers, Biological Variation, Imaging Evidence, Pretest Probability, and Discordant Findings in Veterinary Diagnosis. International Journal of Veterinary Research and Allied Sciences, 5(2), 22-31. https://doi.org/10.51847/8HEQtsIidH
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