ArticleJournal of medical Internet research2022
Interactive Visualization Applications in Population Health and Health Services Research: Systematic Scoping Review.
Article in Journal of medical Internet research, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 20 papers.
What it found
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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
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
20 citing papers in PubMed.
- Health Atlas: Tutorial of a Visualization Tool and Data Resource for Place-Based Social and Structural Determinants of Health.Journal of medical Internet research · 2026Article
- Public health informatics tools for dengue risk management: A systematic review.PLOS digital health · 2026Article
- Connecticut's substance use primary prevention resource assessment and interactive map initiative.Public health in practice (Oxford, England) · 2026Article
- Digital art as a novel medium for health communication: enabling interactive interventions and reconstructing health experiences in public health.Frontiers in public health · 2026Article
- Association of Triglyceride-to-HDL Cholesterol Ratio with Osteoarthritis: Multicenter Evidence and Application of an Interactive Risk Visualization Tool.Journal of inflammation research · 2026Article
- VIEWER: an extensible visual analytics framework for enhancing mental healthcare.Journal of the American Medical Informatics Association : JAMIA · 2026Article
- Action design research to develop an interactive dashboard to visualise and compare patient data from Irish general practice (CARA).BMJ open · 2025Article
- Creating Interactive Data Dashboards for Evidence Syntheses.Cochrane evidence synthesis and methods · 2025Article
- Increasing the Impact and Value of Laboratory Medicine Through Effective and AI-Assisted Communication.EJIFCC · 2025Review
- Unlocking insights from complex data: Leveraging heat maps for decision-making in LMIC.PloS one · 2025Article
- Using Geovisualizations to Educate the Public About Environmental Health Hazards: What Works and Why.Current environmental health reports · 2024Review
- Interactive exploration of adverse events and multimorbidity in CKD.Nephrology, dialysis, transplantation : official publication of the European Dialysis and Transplant Association - European Renal Association · 2024Observational
- Developing Catchment Area Data Dashboards for Cancer Centers: A Stakeholder-engaged Approach.Preventive oncology & epidemiology · 2024Article
- Fostering Experiential Learning and Evidence-Informed Impact in Health Systems: Reflections From a Canadian Health System Impact Fellow.International journal of health policy and management · 2024Article
- Use of Epic Electronic Health Record System for Health Care Research: Scoping Review.Journal of medical Internet research · 2023Article
- EpiVECS: exploring spatiotemporal epidemiological data using cluster embedding and interactive visualization.Scientific reports · 2023Article
- Data visualisation in scoping reviews and evidence maps on health topics: a cross-sectional analysis.Systematic reviews · 2023Article
- Interactive Visualization Applications in Population Health and Health Services Research: Systematic Scoping Review.Journal of medical Internet research · 2022Article
- Article
- Umbrella review of healthcare dashboards: Applications, benefits, design, and challenges.Digital healthReview
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
21 authors.
Funding
Abstract
backgroundSimple visualizations in health research data, such as scatter plots, heat maps, and bar charts, typically present relationships between 2 variables. Interactive visualization methods allow for multiple related facets such as numerous risk factors to be studied simultaneously, leading to data insights through exploring trends and patterns from complex big health care data. The technique presents a powerful tool that can be used in combination with statistical analysis for knowledge discovery, hypothesis generation and testing, and decision support.
objectiveThe primary objective of this scoping review is to describe and summarize the evidence of interactive visualization applications, methods, and tools being used in population health and health services research (HSR) and their subdomains in the last 15 years, from January 1, 2005, to March 30, 2019. Our secondary objective is to describe the use cases, metrics, frameworks used, settings, target audience, goals, and co-design of applications.
methodsWe adapted standard scoping review guidelines with a peer-reviewed search strategy: 2 independent researchers at each stage of screening and abstraction, with a third independent researcher to arbitrate conflicts and validate findings. A comprehensive abstraction platform was built to capture the data from diverse bodies of literature, primarily from the computer science and health care sectors. After screening 11,310 articles, we present findings from 56 applications from interrelated areas of population health and HSR, as well as their subdomains such as epidemiologic surveillance, health resource planning, access, and use and costs among diverse clinical and demographic populations.
resultsIn this companion review to our earlier systematic synthesis of the literature on visual analytics applications, we present findings in 6 major themes of interactive visualization applications developed for 8 major problem categories. We found a wide application of interactive visualization methods, the major ones being epidemiologic surveillance for infectious disease, resource planning, health service monitoring and quality, and studying medication use patterns. The data sources included mostly secondary administrative and electronic medical record data. In addition, at least two-thirds of the applications involved participatory co-design approaches while introducing a distinct category, embedded research, within co-design initiatives. These applications were in response to an identified need for data-driven insights into knowledge generation and decision support. We further discuss the opportunities stemming from the use of interactive visualization methods in studying global health; inequities, including social determinants of health; and other related areas. We also allude to the challenges in the uptake of these methods.
conclusionsVisualization in health has strong historical roots, with an upward trend in the use of these methods in population health and HSR. Such applications are being fast used by academic and health care agencies for knowledge discovery, hypotheses generation, and decision support. INTERNATIONAL REGISTERED REPORT IDENTIFIER (IRRID): RR2-10.2196/14019.
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Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.