Issue 24

This year, our innovation efforts focused on automation to enhance healthcare operational efficiency. This report highlights some projects our leadership selected to align with the above themes through the annual DIHI call for proposals, a competitive process for developing, implementing, and scaling interventions across the clinical enterprise. Outside the DIHI RFA process, our team led efforts to establish the Health AI Partnership in collaboration with local, regional, and national peer institutions, community partners, professional societies, and regulatory bodies. Funded by the Gordon Betty Moore and McGovern Foundations, the partnership seeks to empower healthcare organizations to use AI safely, effectively, and equitably while being a trusted resource for healthcare professionals vested in leveraging innovation and technology for a human-centric approach to providing care. And we have continued to engage with learners – from local schools in Durham to undergraduate and professional students at Duke, medical fellows, and residents. We also describe their contributions to advancing innovation in this edition of the DIHI Impact Report.

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Issue 23

In a year filled with challenges, our exceptional faculty, staff, and learners found powerful opportunities to collaborate, innovate, translate data science to health benefit and accelerate solution deployment for real-world issues facing our patients and care teams. In the weeks and months when we could have hunkered down and paused work on untested processes and solutions, we instead chose to push ahead and expand the scope of what was possible. Not only did we adapt to the constraints placed by the pandemic and other circumstances, but Duke Health also led the way in fostering an ecosystem that made ideation and implementation of innovative solutions more mainstream. Earlier this year, we hosted the annual Machine Learning for Healthcare Conference, where we had an opportunity to showcase our implementation success stories on the one hand, but also share with our peer institutions and learn from them about best practices for implementing innovative machine learning models for greatest impact.

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DIHI Impact Report 2021

Issue 22

Despite the obvious challenges of the past year, there were also many opportunities for us to advance and scale innovation in patient care - from enrollment of the first Duke patient to receive hospital-level care in the comfort of her own home, to using augmented reality in epileptic surgery to expanding the scope of two highly successful and responsive AI/ML models to predict adult sepsis and decompensation, to benefit our pediatric patients. None of these would have been possible without the remarkable talent and dedication of our frontline clinicians, staff, students and trainees.

One of our principal areas of growth and success this past year has been in integrating AI and machine learning (ML) to inform patient care. Our faculty and staff are in the forefront of developing best practices for safe, effective and responsible use of AI in healthcare delivery settings. Models developed and implemented through DIHI have helped clinical decision-making for improved safety and quality while helping to alleviate clinician workload and understand underlying biases that may ultimately impact outcomes in diverse patient populations. Download Impact Report, Issue 22

the impact report cover with multi-colored boxes representing healthcare related activities

Issue 21

As 2020 draws to a close, we cannot help but reflect on the months past and how the ongoing pandemics of COVID-19 and racism have affected all aspects of life. Our people – faculty, staff and students – have met this moment with courage, tenacity, resilience and nothing short of heroism. We are grateful to the many clinicians, frontline staff, administrators, educators, researchers and learners at Duke Health who, despite the trying circumstances, have forged ahead in our mission of advancing health together. In supporting that mission, our innovation projects this year have focused on the following broad thematic areas: preventing healthcare-acquired infections and enhancing quality and safety; enhancing transitions of care; team-based and new care models; building resilience and wellbeing; and population health and analytics. Download Impact Report, Issue 21

Issue 20

As health care systems face increasing costs and reimbursement uncertainty, value-based models of care and population health management have gained significance. To reflect these realities, the portfolio for the Duke Institute for Health Innovation (DIHI) has continued to evolve to meet these challenges and address the needs of our patients. In this past year, we have focused our efforts in quality and patient safety, preventing hospital acquired infections, team-based care models, novel patient interactions and population health. Download Impact Report, Issue 20

stylistic image representing gleaning data from bacterial growth on agar

Issue 19

Over the past year, we have expanded our capabilities within data science, focused on the implementation of machine learning models, and continued to engage 3rd year medical students and trainees in research and innovation activities. Our data science team has undertaken the work of automating the ingestion of raw Medicare claims by cleaning and normalizing ACO claims data. This is a first for Duke and we believe that through this new capability, we can leverage not only clinical data to make better predictions but also claims data. We have used this capability to predict the need for palliative care consultations as well as to predict first admission to the hospital. Download Impact Report, Issue 19

Issue 18

The Duke Institute for Health Innovation (DIHI) was established in 2013 as a platform to advance health and health care innovation at Duke Health and catalyze innovation in the clinical enterprise. Fiscal year 2017 was marked by a significant expansion in the breadth and scope of projects that were aligned more closely with the mission and goals of Duke Health as articulated in Advancing Health Together. Download Impact Report, Issue 18