Correction to: Pediatric data from the All of Us research program: demonstration of pediatric obesity over time.
[This corrects the article DOI: 10.1093/jamiaopen/ooab112.].
Author(s):
DOI: 10.1093/jamiaopen/ooac078
[This corrects the article DOI: 10.1093/jamiaopen/ooab112.].
Author(s):
DOI: 10.1093/jamiaopen/ooac078
Given time constraints, poorly organized information, and complex patients, primary care providers (PCPs) can benefit from clinical decision support (CDS) tools that aggregate and synthesize problem-specific patient information. First, this article describes the design and functionality of a CDS tool for chronic noncancer pain in primary care. Second, we report on the retrospective analysis of real-world usage of the tool in the context of a pragmatic trial.
Author(s): Apathy, Nate C, Sanner, Lindsey, Adams, Meredith C B, Mamlin, Burke W, Grout, Randall W, Fortin, Saura, Hillstrom, Jennifer, Saha, Amit, Teal, Evgenia, Vest, Joshua R, Menachemi, Nir, Hurley, Robert W, Harle, Christopher A, Mazurenko, Olena
DOI: 10.1093/jamiaopen/ooac074
We aim to reduce overfitting and model overconfidence by distilling the knowledge of an ensemble of deep learning models into a single model for the classification of cancer pathology reports.
Author(s): De Angeli, Kevin, Gao, Shang, Blanchard, Andrew, Durbin, Eric B, Wu, Xiao-Cheng, Stroup, Antoinette, Doherty, Jennifer, Schwartz, Stephen M, Wiggins, Charles, Coyle, Linda, Penberthy, Lynne, Tourassi, Georgia, Yoon, Hong-Jun
DOI: 10.1093/jamiaopen/ooac075
There is a growing need for innovation to prepare a well-trained health informatics workforce with data science and digital technology skills. To meet the workforce demands and prepare students for a career in health informatics, a Health Data Science (HDS) concentration was added to the Master's in Health Informatics (MSHI) program at the University of Illinois at Chicago.
Author(s): Isola, Miriam, Krive, Jacob
DOI: 10.1093/jamiaopen/ooac073
In this perspective paper, we want to highlight the potential benefits of incorporating digital twins to support better dementia care. In particular, we assert that, by doing so, it is possible to ensure greater precision regarding dementia care while simultaneously enhancing personalization. Digital twins have been used successfully in manufacturing to enable better prediction and tailoring of solutions to meet required needs, and thereby have enabled more effective and efficient [...]
Author(s): Wickramasinghe, Nilmini, Ulapane, Nalika, Andargoli, Amir, Ossai, Chinedu, Shuakat, Nadeem, Nguyen, Tuan, Zelcer, John
DOI: 10.1093/jamiaopen/ooac072
Simulation is a mainstay of comparative- and cost-effectiveness research when empirical data are not available. The Synthea platform, originally designed for generating realistically coded longitudinal health records for software testing, implements data generation models specified in publicly contributed modules representing patients' life cycle and disease and treatment progression. We test the hypothesis that Synthea can be used for simulation studies that draw parameters from observational studies and randomized trials. We [...]
Author(s): Meeker, Daniella, Kallem, Crystal, Heras, Yan, Garcia, Stephanie, Thompson, Casey
DOI: 10.1093/jamiaopen/ooac067
The rate of diabetic complication progression varies across individuals and understanding factors that alter the rate of complication progression may uncover new clinical interventions for personalized diabetes management.
Author(s): Momenzadeh, Amanda, Shamsa, Ali, Meyer, Jesse G
DOI: 10.1093/jamiaopen/ooac063
Manual record review is a crucial step for electronic health record (EHR)-based research, but it has poor workflows and is error prone. We sought to build a tool that provides a unified environment for data review and chart abstraction data entry.
Author(s): Mayer, David A, Rasmussen, Luke V, Roark, Christopher D, Kahn, Michael G, Schilling, Lisa M, Wiley, Laura K
DOI: 10.1093/jamiaopen/ooac071
Poor electronic health record (EHR) usability contributes to clinician burnout and poses patent safety risks. Site-specific customization and configuration of EHRs require individual EHR system usability and safety testing which is resource intensive. We developed and pilot-tested a self-administered EHR usability and safety assessment tool, focused on computerized provider order entry (CPOE), which can be used by any facility to identify specific issues. In addition, the tool provides recommendations for [...]
Author(s): Pruitt, Zoe, Howe, Jessica L, Krevat, Seth A, Khairat, Saif, Ratwani, Raj M
DOI: 10.1093/jamiaopen/ooac070
Many states are continuing to struggle with opioids and other commonly abused drugs. Alabama, being the highest opioid prescription per-capita state since 2012, has pulled together state agencies, private companies, academia, and community organizations to form a data council and repository to provide unified insights and information to the public and partner stakeholders. The lessons learned in constructing this data environment are documented so that other states and organizations can [...]
Author(s): Hudnall, Matthew, Lewis, Dwight, Parton, Jason, Sellers, Christopher
DOI: 10.1093/jamiaopen/ooac065