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Bridging the Health Data Divide
Leo Anthony Celi1, Guido Davidzon1, Alistair Ew Johnson1
1MIT Critical Data, Cambridge, MA, United States.
Digitization in healthcare faces persistent quality and safety issues due to a divide between clinicians and data scientists. Bridging this gap requires cultural shifts and evolving medical education, publication, and funding to foster collaboration and improve outcomes.
Area of Science:
- Health Informatics
- Medical Education
- Health Services Research
Background:
- Despite increased healthcare digitization, fundamental quality, safety, and cost issues persist.
- A significant divide exists between clinical domain experts and technical experts like data scientists.
- This disconnect hinders innovation adoption and leads to suboptimal resource utilization and patient outcomes.
Purpose of the Study:
- To identify the challenges posed by the clinician-data scientist divide in healthcare.
- To propose strategies for bridging this divide and improving healthcare system performance.
- To emphasize the need for systemic changes in medical education, publication, and funding.
Main Methods:
- The study is a conceptual analysis and synthesis of existing challenges in healthcare digitization.
- It examines the impact of the disconnect between clinical and data science expertise.
- It proposes collaborative models, such as datathons, and systemic infrastructure changes.
Main Results:
- The clinician-data scientist gap results in wasted resources, slow innovation, and poorer patient outcomes.
- Collaborative initiatives like datathons can help narrow the divide.
- Systemic evolution in medical education, publication, and funding is crucial for a learning health system.
Conclusions:
- Addressing the clinician-data scientist divide is essential for realizing the full potential of healthcare digitization.
- Fostering a culture of collaboration requires more than isolated events; it necessitates infrastructural changes.
- Evolving medical education, publication, and funding will support a more integrated and effective learning health care system.
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