Improving the quality of diagnostic decisions in healthcare
Measuring and Understanding Diagnostic Quality from Large-Scale Data
This study is working to improve how doctors diagnose pneumonia by using data from chest X-rays in veterans' emergency rooms, so they can find and fix mistakes in diagnoses and help ensure that everyone gets the right care.
Quick facts
| Grant type | R01 grant |
|---|---|
| Study type | NIH-funded research |
| Funding institution | University of California Berkeley NIH-funded |
| Lab location | 1 site (Berkeley, United States) |
| Project ID | NIH-11291083 on NIH RePORTER |
What this research studies
This research aims to enhance the measurement of diagnostic quality in healthcare by developing tools that analyze large-scale data, specifically focusing on pneumonia diagnoses from chest X-rays in Veterans Health Administration emergency departments. The project seeks to identify patterns and causes of diagnostic errors, which can lead to better interventions and improvements in clinical decision-making. By validating a system for measuring diagnostic quality among radiologists, the research will provide insights into how to systematically improve diagnostic accuracy across healthcare providers.
Who could benefit from this research
Good fit: Ideal candidates for this research include patients who have undergone chest X-rays in emergency departments, particularly those diagnosed with pneumonia.
Not a fit: Patients who have not received chest X-rays or those with conditions unrelated to pneumonia may not benefit from this research.
Why it matters
Potential benefit: If successful, this research could lead to significant improvements in the accuracy of medical diagnoses, ultimately enhancing patient care and outcomes.
How similar studies have performed: Other research has shown promise in using large-scale data to improve diagnostic accuracy, indicating that this approach has potential for success.
Where this research is happening
Berkeley, United States
- University of California Berkeley — Berkeley, United States (Active)
Researchers
- Principal investigator: Chan, David Chimin — University of California Berkeley
- Study coordinator: Chan, David Chimin
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.