Observational studyJournal of medical Internet research2024
Digital Maturity as a Predictor of Quality and Safety Outcomes in US Hospitals: Cross-Sectional Observational Study.
Observational study in Journal of medical Internet research, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 12 papers, 1 of them a synthesis that pooled it.
What it found
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Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
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Who cites it
12 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Barriers and facilitators to the implementation and adoption of computerised clinical decision support systems: an overview of reviews.Systematic reviews · 2026Pooled it
- Health Care Analytics Challenges: A 3-Pillar Framework Connecting Analytics Maturity, Workforce Agility, and Technical Enablement.Interactive journal of medical research · 2026Article
- Does System Choice Matter? Influence of Hospital Information Systems on Digital Maturity.Journal of medical systems · 2026Article
- Measuring Digital Transformation in Chinese Hospitals: Development and Validation of a Digital Maturity Evaluation Framework.Journal of medical systems · 2026Article
- The development of a performance evaluation index system for internet hospitals in Qingdao, China: A Delphi consensus study.SAGE open medicine · 2026Article
- Impediments to transforming the healthcare delivery system: shifting the paradigm from provider centric to patient centric.Frontiers in health services · 2026Article
- The digital divide among U.S. Hospitals delivering health services to populations with high social disparities.Frontiers in digital health · 2026Article
- Perspectives of speech-language therapists on patient safety incidents in South Africa.South African family practice : official journal of the South African Academy of Family Practice/Primary Care · 2025Article
- Barcode medication administration system use and safety implications: a data-driven longitudinal study supported by clinical observation.BMJ health & care informatics · 2025Article
- Evaluating digital maturity in public health systems: a statewide cross-sectional analysis of digital public health capacity in Missouri.Frontiers in public health · 2025Article
- Digital maturity scores as gatekeepers for health AI: useful proxy or false comfort?Proceedings (Baylor University. Medical Center) · 2025Article
- Examining the relationship between digital hospital level and patient safety culture: A study on healthcare workers.Digital healthArticle
Corrections and comments
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Authors and funding
5 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundThis study demonstrates that digital maturity contributes to strengthened quality and safety performance outcomes in US hospitals. Advanced digital maturity is associated with more digitally enabled work environments with automated flow of data across information systems to enable clinicians and leaders to track quality and safety outcomes. This research illustrates that an advanced digitally enabled workforce is associated with strong safety leadership and culture and better patient health and safety outcomes.
objectiveThis study aimed to examine the relationship between digital maturity and quality and safety outcomes in US hospitals.
methodsThe data sources were hospital safety letter grades as well as quality and safety scores on a continuous scale published by The Leapfrog Group. We used the digital maturity level (measured using the Electronic Medical Record Assessment Model [EMRAM]) of 1026 US hospitals. This was a cross-sectional, observational study. Logistic, linear, and Tweedie regression analyses were used to explore the relationships among The Leapfrog Group's Hospital Safety Grades, individual Leapfrog safety scores, and digital maturity levels classified as advanced or fully developed digital maturity (EMRAM levels 6 and 7) or underdeveloped maturity (EMRAM level 0). Digital maturity was a predictor while controlling for hospital characteristics including teaching status, urban or rural location, hospital size measured by number of beds, whether the hospital was a referral center, and type of hospital ownership as confounding variables. Hospitals were divided into the following 2 groups to compare safety and quality outcomes: hospitals that were digitally advanced and hospitals with underdeveloped digital maturity. Data from The Leapfrog Group's Hospital Safety Grades report published in spring 2019 were matched to the hospitals with completed EMRAM assessments in 2019. Hospital characteristics such as number of hospital beds were obtained from the CMS database.
resultsThe results revealed that the odds of achieving a higher Leapfrog Group Hospital Safety Grade was statistically significantly higher, by 3.25 times, for hospitals with advanced digital maturity (EMRAM maturity of 6 or 7; odds ratio 3.25, 95% CI 2.33-4.55).
conclusionsHospitals with advanced digital maturity had statistically significantly reduced infection rates, reduced adverse events, and improved surgical safety outcomes. The study findings suggest a significant difference in quality and safety outcomes among hospitals with advanced digital maturity compared with hospitals with underdeveloped digital maturity.
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