Improving predictions for surgical hernia outcomes
Improving surgical outcomes through optimized hernia prediction
This study is working on a new tool to help doctors better predict how well patients will recover from surgery for incisional hernias, using health records and smart technology to give personalized risk information, so patients can make more informed choices about their care.
Quick facts
| Grant type | R01 grant |
|---|---|
| Study type | NIH-funded research |
| Funding institution | University of Pennsylvania NIH-funded |
| Lab location | 1 site (Philadelphia, United States) |
| Project ID | NIH-10979174 on NIH RePORTER |
What this research studies
This research focuses on enhancing the prediction of incisional hernia outcomes to improve surgical care. It aims to develop a patient-specific risk assessment tool that utilizes electronic health records and machine learning to provide accurate risk information. By identifying factors that contribute to hernia development and recovery, the research seeks to guide surgical planning and informed consent processes. The goal is to bridge the gap between optimal practices and actual clinical care in hernia prevention.
Who could benefit from this research
Good fit: Ideal candidates for this research include patients scheduled for hernia repair surgery or those at risk of developing incisional hernias.
Not a fit: Patients who have already undergone hernia repair and are not at risk for future hernias may not benefit from this research.
Why it matters
Potential benefit: If successful, this research could lead to better surgical outcomes and reduced complications for patients undergoing hernia repair.
How similar studies have performed: Previous research has shown promise in using machine learning and electronic health records for risk prediction in surgical outcomes, indicating a potential for success in this approach.
Where this research is happening
Philadelphia, United States
- University of Pennsylvania — Philadelphia, United States (Active)
Researchers
- Principal investigator: Fischer, John Patrick — University of Pennsylvania
- Study coordinator: Fischer, John Patrick
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.