[Evidence-based laboratory medicine]
Related Experiment Video
Updated: Sep 25, 2026

Evidence-based Knowledge Synthesis and Hypothesis Validation: Navigating Biomedical Knowledge Bases via Explainable AI and Agentic Systems
Published on: June 13, 2025
1Szegedi Tudományegyetem, Altalános Orvostudományi Kar, Szentgyörgyi Albert Orvos- és Gyógyszerésztudományi Centrum, Klinikai Kémia Intézet. horvath@clab.szote.u-szeged.hu
Abstract:
Patients and society expect physicians to base their approach to any type of clinical problem on informed diagnostic reasoning. Informed diagnostics means that clinicians understand and readily apply the principles of diagnostic decision making, which include an estimate of the pre-test probability (prevalence) of diseases and information about the characteristics and discriminatory power of the applied investigations. Despite the crucial importance of the appropriate use of diagnostic tools in clinical decision-making, many diagnostic tests have not been subjected to rigorous evaluation to establish the diagnostic accuracy and clinical utility of laboratory investigations using modern standards of clinical epidemiology. The lack of good quality research in the field not only contributes to inappropriate utilization of laboratory services but also to wasting significant resources. Evidence-based laboratory medicine tries to combat this problem by combining methods from epidemiology, biostatistics, clinical and social sciences with basic sciences to evaluate the role of investigations in clinical decision making and outcomes for patients. Evidence-based laboratory medicine aims to advance clinical diagnosis and management of diseases through systematic researching and disseminating generalisable new knowledge which meets the standards of critical review on clinically effective practice of laboratory investigations. The main phases of practicing evidence-based laboratory medicine are 1. question formulation, 2. systematic literature search, 3. critical appraisal of literature, 4. implementation of evidence into practice, and 5. evaluation of impact in a clinical audit cycle. The use of evidence in laboratory medicine requires systematically compiled databases of standardised and critically appraised information on the test characteristics and diagnostic accuracy of laboratory investigations. Such an approach is the Bayes Library that provides information on the global and specific measures of test performance in different patient groups and settings, in addition to prevalence data of common diseases. The Bayes Library will support informed diagnostic decisions and improve patient outcome by integrating evidence-based medicine into the diagnostic service, education and training of laboratories. The process of constant questioning and reviewing the evidence for rational diagnosis of diseases provides a practical tool to identify gaps in our knowledge and thus it generates new research ideas in laboratory medicine.
Related Concept Videos
Enzyme-Linked Immunosorbent Assay
There are many different types of ELISAs, but they all involve an antibody molecule whose constant region binds an enzyme, leaving the variable region free to bind its specific antigen. Enzyme-substrate reaction allows the antigen to be visualized or quantified.
Automated Microbial Diagnostics
Rapid Identification of Pathogens
Combination Therapies and Personalized Medicine
The combination of the drug acetazolamide and sulforaphane is a good example of combination therapy to treat cancer. The cells in the interior of a large tumor often die due to the hypoxic and...
Microorganisms in Medicine and Therapeutics
Serum Laboratory Studies, Stool Test, Breath Test

