The role of Open Access Data in democratizing healthcare AI: A pathway to research enhancement, patient well-being and treatment equity in Andalusia, Spain | PLOS Digital Health

peter.suber's bookmarks 2024-09-22

Summary:

"Open access data represents a dynamic philosophy that not only fosters collaboration and knowledge exchange within the healthcare field but also contributes to the advancement of clinical research, hospital care and patient safety. By granting access to findable, accessible, interoperable and reusable databases, open access promotes scientific progress and the development of fair, transparent and reliable algorithms that drive the reproducibility of results while reducing data bias. Through the implementation of robust governance models and anonymization techniques, privacy risks are mitigated, ensuring that data access meets security, ethics, and compliance standards. The tangible benefits of open data in healthcare research are evidenced by successful international initiatives, which have led to better-informed clinical decisions and enhanced patient outcomes. Moreover, the role of open-source AI in healthcare, particularly the release of open large language models, demonstrates the potential for transformative breakthroughs when open-source collaboration meets advanced technology.

As we look to the future, open data frameworks in healthcare hold the promise of collaborative innovation, personalized medicine and clinical progress. For instance, initiatives like ODACI, PRAETORIA and EVIAS in Andalusia, Spain, exemplify the integration of data-driven clinical decision support systems and AI assessment protocols within a potential open data environment. Through the utilization of open access data and adherence to robust ethical and security standards, these initiatives are poised to drive advancements in diagnostics, treatment optimization and patient safety. In the midst of a rapidly evolving healthcare landscape, the adoption of open access data as the raw material for AI-based health technologies stands as a beacon of progress and health equity, ultimately contributing to a healthier population."

Link:

https://journals.plos.org/digitalhealth/article?id=10.1371/journal.pdig.0000599

From feeds:

Open Access Tracking Project (OATP) ยป peter.suber's bookmarks

Tags:

oa.new oa.data oa.medicine oa.spain oa.ai oa.dei oa.fair oa.benefits

Date tagged:

09/22/2024, 09:53

Date published:

09/22/2024, 05:55