Improving accuracy in health data analysis for diabetes research
PheBC: bias correction methods for EHR derived phenotype
['FUNDING_R01'] · UNIVERSITY OF PENNSYLVANIA · NIH-10840905
This study is working on improving the quality of health information from electronic records to make sure that research about conditions like Type 2 diabetes is more accurate and reliable, so that doctors can provide better care for patients.
Quick facts
| Phase | ['FUNDING_R01'] |
|---|---|
| Study type | Nih_funding |
| Sex | All |
| Sponsor | UNIVERSITY OF PENNSYLVANIA (nih funded) |
| Locations | 1 site (PHILADELPHIA, UNITED STATES) |
| Trial ID | NIH-10840905 on ClinicalTrials.gov |
What this research studies
This research aims to enhance the accuracy and reliability of health data derived from electronic health records (EHR) by developing advanced statistical methods. It focuses on correcting biases in data that can affect research outcomes, particularly for conditions like Type 2 diabetes. The team will collaborate with statisticians, medical informaticians, and clinicians to create algorithms that improve the quality of health data analysis. By validating these methods across multiple datasets, the research seeks to ensure that findings are reproducible and applicable in clinical settings.
Who could benefit from this research
Good fit: Ideal candidates for this research are individuals diagnosed with Type 2 diabetes who are receiving care within health systems that utilize electronic health records.
Not a fit: Patients with conditions outside of Type 2 diabetes or those not involved in health systems using EHR may not benefit from this research.
Why it matters
Potential benefit: If successful, this research could lead to more accurate diagnoses and treatment strategies for patients with Type 2 diabetes.
How similar studies have performed: Other research has shown success in improving data accuracy through similar bias correction methods, indicating a promising approach.
Where this research is happening
PHILADELPHIA, UNITED STATES
- UNIVERSITY OF PENNSYLVANIA — PHILADELPHIA, UNITED STATES (ACTIVE)
Researchers
- Principal investigator: CHEN, YONG — UNIVERSITY OF PENNSYLVANIA
- Study coordinator: CHEN, YONG
About this research
- This is an active NIH-funded research project — typically early-stage science, not a clinical trial accepting patient enrollment.
- Some NIH-funded labs run parallel clinical studies or seek volunteers for related work. To check, contact the principal investigator or institution listed above.
- For full project details, budget, and progress reports, visit the official NIH RePORTER page below.
Conditions: Adult-Onset Diabetes Mellitus, Ketosis-Resistant Diabetes Mellitus, Maturity-Onset Diabetes Mellitus, Non-Insulin Dependent Diabetes, Noninsulin Dependent Diabetes