Related Experiment Video
Updated: May 5, 2026

07:31
Implementation of a Real-Time Psychosis Risk Detection and Alerting System Based on Electronic Health Records using CogStack
Published on: May 15, 2020
7.5K
BioRisk-S (Biological Risk-Stomatognathic): A Predictive Algorithm for Early Systemic Detection of Stomatognathic
Loredana Liliana Hurjui1, Liliana Sachelarie2, Carmen Stadoleanu2
1Faculty of Medicine, Grigore T. Popa University of Medicine and Pharmacy Iasi, 16 Universitatii Str., 700115 Iasi, Romania.
Bioengineering (Basel, Switzerland)
|December 30, 2025
Summary
The BioRisk-S algorithm predicts stomatognathic dysfunction using routine lab tests, identifying subclinical inflammation and metabolic changes before symptoms appear. This low-cost tool aids early intervention for oral and systemic health.
Area of Science:
- Biomarkers and predictive modeling in oral health.
- Systemic-oral health interconnections.
- Preventive healthcare strategies.
Background:
- Stomatognathic system dysfunction can precede clinical symptoms.
- Subtle biological changes like inflammation may indicate early dysfunction.
- The BioRisk-S algorithm was developed to detect subclinical systemic alterations.
Purpose of the Study:
- To introduce and validate the BioRisk-S algorithm for early detection of stomatognathic dysfunction.
- To assess the correlation between systemic biomarkers and early functional changes.
- To evaluate the predictive accuracy of the BioRisk-S algorithm.
Main Methods:
- 260 healthy adults were assessed at baseline and 6 months.
- Routine lab tests measured hs-CRP, NLR, and vitamin D.
- BioRisk-S algorithm integrated biomarkers to assess systemic imbalance.
Main Results:
- Higher BioRisk-S scores correlated with higher hs-CRP, NLR, and lower vitamin D.
- Individuals with high BioRisk-S scores showed increased early signs of dysfunction.
- The BioRisk-S algorithm demonstrated good predictive accuracy (AUC=0.84).
Conclusions:
- BioRisk-S is a feasible, low-cost tool for early systemic screening of stomatognathic imbalance.
- It identifies at-risk individuals before visible symptoms manifest.
- Supports preventive and personalized oral and systemic health management.
Related Concept Videos
Assessment of the Mouth
1.6K
A thorough mouth assessment, including inspection and palpation of the lips, gums, tongue, tonsils, uvula, and pharynx, is crucial in detecting potential health issues. Diseases ranging from oral cancer to systemic conditions like diabetes could be identified early through careful oral examination. This article provides a detailed guide on conducting a comprehensive mouth assessment.
Mouth Inspection
The inspection begins with visually examining the mouth for symmetry, color, and size.
Mouth Inspection
The inspection begins with visually examining the mouth for symmetry, color, and size.
1.6K
The Oral Microbiota
90
The oral microbiome includes a complex ecosystem comprising over 700 microbial species, identified through genomic sequencing and culture-based analyses to date. This community includes a core microbiome, found universally among individuals, and a variable component influenced by environmental factors such as diet, lifestyle, and host genetics. Site-specific conditions, including oxygen gradients, pH levels, and nutrient availability, determine the spatial distribution of these microorganisms...
90

