ArticleJMIR research protocols2022
Dashboards in Health Care Settings: Protocol for a Scoping Review.
Article in JMIR research protocols, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 26 papers.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
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.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
26 citing papers in PubMed.
- Public Reporting Systems in Health Care and the Underconceptualized Technical Substrate, a Core Information Systems Dimension: Scoping Review.JMIR medical informatics · 2026Article
- Integrating Clinical Classifications Software Refined, Process Indicators, and Geographic Information System Mapping to Inform Population Health Management: Development of an Interactive Dashboard.JMIR medical informatics · 2026Article
- Reducing unnecessary bed days to optimise flow and improve demand-capacity mismatch: learning from a system-wide patient flow collaborative.BMJ open quality · 2026Article
- Barriers and facilitators to developing an equity dashboard to identify disparities in kidney transplant access: a mixed methods study.Frontiers in transplantation · 2026Article
- Performance Indicators in Emergency Medical Services: A Scoping Review of Dashboard Applications in the Context of Crisis Management.Archives of academic emergency medicine · 2026Review
- Development of a Minimum Dataset for a Prehospital Stroke Emergency Dashboard.Bulletin of emergency and trauma · 2026Article
- A 10-step guide to standardising patient-reported outcomes data collection in healthcare: insights from the health outcomes observatory (H2O) project on overcoming implementation barriers.Journal of patient-reported outcomes · 2025Article
- Action design research to develop an interactive dashboard to visualise and compare patient data from Irish general practice (CARA).BMJ open · 2025Article
- Understanding Health Information Systems Utilization Across Public Health Centers in Indonesia: Cross-Sectional Study.JMIR medical informatics · 2025Article
- From glitter to gold: recommendations for effective dashboards from design through sustainment.Implementation science : IS · 2025Article
- "Less words, more pictures": creating and sharing data visualizations from a remote health monitoring system with clinicians to improve cancer pain management.Frontiers in digital health · 2025Article
- From Data to Decision: Design and Evaluation of a Patient Safety Dashboard.Medical journal of the Islamic Republic of Iran · 2025Article
- Development, Implementation, and Evaluation Methods for Dashboards in Health Care: Scoping Review.JMIR medical informatics · 2024Article
- Rank Ordered Design Attributes for Health Care Dashboards Including Artificial Intelligence: Usability Study.Online journal of public health informatics · 2024Article
- Multi-faceted strategies to advance health equity in colorectal cancer screening in primary care setting: quality improvement project.BMC health services research · 2024Article
- Introducing Attribute Association Graphs to Facilitate Medical Data Exploration: Development and Evaluation Using Epidemiological Study Data.JMIR medical informatics · 2024Article
- Evaluation of different landing pages on behavioural engagement with the CARA dashboard: A user research protocol.BMC primary care · 2024Article
- Dashboards to Support Implementation of the Quebec Alzheimer Plan: Evaluation Study With Regional and Professional Considerations.JMIR formative research · 2024Article
- Review
- Administrative Dashboard for Monitoring Use of a Web-Based Parent Training Intervention: Usability Study.JMIR formative research · 2024Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
12 authors.
Funding
Abstract
backgroundHealth care organizations increasingly depend on business intelligence tools, including "dashboards," to capture, analyze, and present data on performance metrics. Ideally, dashboards allow users to quickly visualize actionable data to inform and optimize clinical and organizational performance. In reality, dashboards are typically embedded in complex health care organizations with massive data streams and end users with distinct needs. Thus, designing effective dashboards is a challenging task and theoretical underpinnings of health care dashboards are poorly characterized; even the concept of the dashboard remains ill-defined. Researchers, informaticists, clinical managers, and health care administrators will benefit from a clearer understanding of how dashboards have been developed, implemented, and evaluated, and how the design, end user, and context influence their uptake and effectiveness.
objectiveThis scoping review first aims to survey the vast published literature of "dashboards" to describe where, why, and for whom they are used in health care settings, as well as how they are developed, implemented, and evaluated. Further, we will examine how dashboard design and content is informed by intended purpose and end users.
methodsIn July 2020, we searched MEDLINE, Embase, Web of Science, and the Cochrane Library for peer-reviewed literature using a targeted strategy developed with a research librarian and retrieved 5188 results. Following deduplication, 3306 studies were screened in duplicate for title and abstract. Any abstracts mentioning a health care dashboard were retrieved in full text and are undergoing duplicate review for eligibility. Articles will be included for data extraction and analysis if they describe the development, implementation, or evaluation of a dashboard that was successfully used in routine workflow. Articles will be excluded if they were published before 2015, the full text is unavailable, they are in a non-English language, or they describe dashboards used for public health tracking, in settings where direct patient care is not provided, or in undergraduate medical education. Any discrepancies in eligibility determination will be adjudicated by a third reviewer. We chose to focus on articles published after 2015 and those that describe dashboards that were successfully used in routine practice to identify the most recent and relevant literature to support future dashboard development in the rapidly evolving field of health care informatics.
resultsAll articles have undergone dual review for title and abstract, with a total of 2019 articles mentioning use of a health care dashboard retrieved in full text for further review. We are currently reviewing all full-text articles in duplicate. We aim to publish findings by mid-2022. Findings will be reported following guidance from the PRISMA-ScR (Preferred Reporting Items for Systematic Reviews and Meta-Analyses extension for Scoping Reviews) checklist.
conclusionsThis scoping review will provide stakeholders with an overview of existing dashboard tools, highlighting the ways in which dashboards have been developed, implemented, and evaluated in different settings and for different end user groups, and identify potential research gaps. Findings will guide efforts to design and use dashboards in the health care sector more effectively. INTERNATIONAL REGISTERED REPORT IDENTIFIER (IRRID): DERR1-10.2196/34894.
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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.