Related Experiment Video
Updated: Sep 10, 2025

Implementation of a Real-Time Psychosis Risk Detection and Alerting System Based on Electronic Health Records using CogStack
Published on: May 15, 2020
Examining the Effect of SNAP-Multibehaviours on Multimorbidity Risk: A Cross-Sectional Study in Three General
Konstantinos Spyropoulos1, Naomi J Ellis1, Christopher J Gidlow2,3
1Centre for Health and Development (CHAD), University of Staffordshire, Stoke-on-Trent ST4 2DF, UK.
Accumulating multiple health risk behaviors (smoking, nutrition, alcohol, physical activity) significantly increases multimorbidity risk. Tailored, sex-specific prevention strategies are crucial for managing complex health conditions effectively.
Area of Science:
- Public Health
- Epidemiology
- Gerontology
Background:
- Multimorbidity poses a growing challenge to global healthcare systems.
- A dual prevention framework is needed, addressing primary and secondary prevention.
- The synergistic effects of multiple health risk behaviors on multimorbidity require further investigation.
Purpose of the Study:
- To examine the association between multiple health risk behaviors and multimorbidity risk.
- To explore sex-specific patterns in multimorbidity development.
- To inform the development of integrated prevention strategies.
Main Methods:
- Retrospective analysis of electronic health records from 21,079 patients (2015-2018).
- Examined associations between smoking, nutrition, alcohol, and physical activity (SNAP) behaviors and multimorbidity.
- Used logistic regression models, stratified by sex and adjusted for covariates.
Main Results:
- A dose-response relationship was found between accumulated SNAP behaviors and increased multimorbidity risk.
- Sex-specific patterns in multimorbidity risk were identified.
- Findings highlight the clinical significance of integrated prevention and the need for sex-sensitive research.
Conclusions:
- Supports a multimorbidity-multibehavior framework integrating preventive and curative medicine.
- Advocates for moving beyond disease-specific and behavior-specific paradigms.
- Emphasizes the potential to improve clinical outcomes for individuals with multimorbidity.
More Related Videos
10:46A Method of Trigonometric Modelling of Seasonal Variation Demonstrated with Multiple Sclerosis Relapse Data
Published on: December 9, 2015
06:55Inverse Probability of Treatment Weighting Propensity Score using the Military Health System Data Repository and National Death Index
Published on: January 8, 2020
Related Concept Videos
Methods of Documentation VII: EMR
Methods of Documentation VI: Case Management Model
For example, a patient with a chronic...
Methods of Documentation II: POMR
Factors Affecting Illness
For instance, risk factors are connected to illness,...
Principles of Disease Surveillance
Methods of Documentation V: CBE
In CBE, healthcare professionals establish predefined standards of practice that define what constitutes...