ArticleJournal of medical Internet research2011
Digital dashboard design using multiple data streams for disease surveillance with influenza surveillance as an example.
Article in Journal of medical Internet research, 2011. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 29 papers, 1 of them a synthesis that pooled it.
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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.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
29 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Routine Health Information Systems in the European Context: A Systematic Review of Systematic Reviews.International journal of environmental research and public health · 2021Pooled it
- Enhancing Data-Driven Decision-Making in HIV Care With Viral Load and Early Infant Diagnosis Data Dashboards in Côte d'Ivoire: Qualitative Study.JMIR human factors · 2026Article
- Lessons Learned From Developing Dashboards to Support Decision-Making for Community Opioid Response by Community Stakeholders: Mixed Methods and Multisite Study.JMIR human factors · 2024Article
- Public Health Dashboards in Overdose Prevention: The Rhode Island Approach to Public Health Data Literacy, Partnerships, and Action.Journal of medical Internet research · 2024Article
- Developing public health surveillance dashboards: a scoping review on the design principles.BMC public health · 2024Article
- Operationalizing an open-source dashboard for communicating results of wastewater-based surveillance.MethodsX · 2023Article
- Design and Evaluation of an Intensive Care Unit Dashboard Built in Response to the COVID-19 Pandemic: Semistructured Interview Study.JMIR human factors · 2023Article
- Protocol for developing a dashboard for interactive cohort analysis of oral health-related data.BMC oral health · 2023Article
- Characteristics and specifications of dashboards developed for the COVID-19 pandemic: a scoping review.Zeitschrift fur Gesundheitswissenschaften = Journal of public health · 2023Review
- National Institute of Malaria Research-Malaria Dashboard (NIMR-MDB): A digital platform for analysis and visualization of epidemiological data.The Lancet regional health. Southeast Asia · 2022Article
- Requirements for a Bespoke Intensive Care Unit Dashboard in Response to the COVID-19 Pandemic: Semistructured Interview Study.JMIR human factors · 2022Article
- Creating Surveillance Data Infrastructure Using Laboratory Analytics: Leveraging Visiun and Epic Systems to Support COVID-19 Pandemic Response.Journal of pathology informatics · 2022Article
- Environmental scan of COVID-19 infection dashboards in the Florida public school system.Frontiers in public health · 2022Article
- Health-Based Geographic Information Systems for Mapping and Risk Modeling of Infectious Diseases and COVID-19 to Support Spatial Decision-Making.Advances in experimental medicine and biology · 2022Review
- Utilizing open-source platforms to build and deploy interactive patient-reported quality of life tracking tools for monitoring protocol adherence.Quality of life research : an international journal of quality of life aspects of treatment, care and rehabilitation · 2021Article
- Development, Implementation, and User Evaluation of COVID-19 Dashboard in a Third-Level Hospital in Iran.Applied clinical informatics · 2021Article
- U.S. COVID-19 State Government Public Dashboards: An Expert Review.Applied clinical informatics · 2021Review
- An Automated Dashboard to Improve Laboratory COVID-19 Diagnostics Management.Frontiers in digital health · 2021Article
- Adaptation of an electronic dashboard to monitor HIV viral load testing in Côte d'Ivoire.African journal of laboratory medicine · 2021Article
- Developing a Data Dashboard Framework for Population Health Surveillance: Widening Access to Clinical Trial Findings.JMIR formative research · 2019Article
Corrections and comments
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Authors and funding
6 authors.
Funding
Abstract
backgroundGreat strides have been made exploring and exploiting new and different sources of disease surveillance data and developing robust statistical methods for analyzing the collected data. However, there has been less research in the area of dissemination. Proper dissemination of surveillance data can facilitate the end user's taking of appropriate actions, thus maximizing the utility of effort taken from upstream of the surveillance-to-action loop.
objectiveThe aims of the study were to develop a generic framework for a digital dashboard incorporating features of efficient dashboard design and to demonstrate this framework by specific application to influenza surveillance in Hong Kong.
methodsBased on the merits of the national websites and principles of efficient dashboard design, we designed an automated influenza surveillance digital dashboard as a demonstration of efficient dissemination of surveillance data. We developed the system to synthesize and display multiple sources of influenza surveillance data streams in the dashboard. Different algorithms can be implemented in the dashboard for incorporating all surveillance data streams to describe the overall influenza activity.
resultsWe designed and implemented an influenza surveillance dashboard that utilized self-explanatory figures to display multiple surveillance data streams in panels. Indicators for individual data streams as well as for overall influenza activity were summarized in the main page, which can be read at a glance. Data retrieval function was also incorporated to allow data sharing in standard format.
conclusionsThe influenza surveillance dashboard serves as a template to illustrate the efficient synthesization and dissemination of multiple-source surveillance data, which may also be applied to other diseases. Surveillance data from multiple sources can be disseminated efficiently using a dashboard design that facilitates the translation of surveillance information to public health actions.
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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.