e.g. mhealth
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We hypothesize that patients using the dashboard will show reduced use of these services compared to a matched cohort not exposed to the dashboard [36].
The development and integration of the dashboard, including its co-design process, visual elements, included assessments, and the ways physicians used it, have been comprehensively described elsewhere [33,37].
J Med Internet Res 2025;27:e70430
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DermaDashboard: Bridging the Gap Between FHIR Standards and Clinical Usability
As a mitigating solution, we developed Derma Dashboard, a proof-of-concept for a FHIR-based dashboard designed to facilitate exploratory cohort analysis for oncology research across multiple IT systems. Built using a commercial relational FHIR model and an open-source visualization tool, this dashboard enables structured cohort filtering, data summarization, and visual exploration. Demonstrated using patients with melanoma, the architecture is modular and generalizable to other diseases.
JMIR Cancer 2025;11:e73691
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The core of the HAAL project is the development of the dashboard, which focuses on the well-being of people with dementia. In fact, the dashboard integrates heterogeneous data from the abovementioned smart care products and is processed by an ML algorithm. The dashboard primarily focuses on descriptive analyses with relatively low complexity and a low level of automation.
JMIR Res Protoc 2025;14:e59860
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Design, Application, and Actionability of US Public Health Data Dashboards: Scoping Review
Over half (49/89, 55%) provided a description of the dashboard developed, including sources of data, design features, and technical details. About a quarter (23/89, 26%) were more exploratory in nature, reporting the results of usability tests conducted with users and any subsequent refinement of the dashboard developed.
J Med Internet Res 2025;27:e65283
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Overall study participants viewed the dashboard positively, with one respondent from design session 4 reporting “The hard copies [of the dashboard] you showed us today are beautiful and wonderful.” Figure 1 shows the design of the dashboard following the integration of the findings from the third and fourth user-centered design sessions, and Multimedia Appendix 3 lists all the changes that were incorporated into the dashboard following the user-centered design sessions.
JMIR Hum Factors 2025;12:e64131
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The PANDEM-Source module functions as a service with an API providing relevant and preprocessed data to the persistence layer of the dashboard. Data are then processed, exposed through a specific API, and made accessible to the front-end of the dashboard, as well as other interested data publishers (Figure 2).
JMIR Public Health Surveill 2025;11:e52119
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Development, Implementation, and Evaluation Methods for Dashboards in Health Care: Scoping Review
Dashboard purpose definitions from study codebooka.
a Definitions for the most commonly reported dashboard purposes are displayed here. All codebook definitions are reported in Multimedia Appendix 1.
Due to the large number of categories for dashboard purposes and end users, we created larger super-categories for these domains so data could be summarized at a higher level.
JMIR Med Inform 2024;12:e59828
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These data feed the dashboard. The experimentation period was from June 1, 2021, to September 30, 2021.
In addition, for clinical relevance, another dashboard was created involving the prescription of medication and genotyping during the same hospitalization day, at the request of pharmacologists. This was done and extracted from data between January 1, 2019, and September 30, 2021, to ensure a sufficient number of patients.
JMIR Med Inform 2024;12:e57705
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All data entered into the ZM app are collated on a central web-based dashboard, which supervisors can use to monitor progress, identify defaulters, and take corrective action to achieve targets. The decision support system (DSS) uses a built-in algorithm to automatically calculate which vaccine is to be administered based on the child’s date of birth and immunization history. This minimizes the chance of missed immunization and enables the vaccinators to provide age-appropriate and timely immunization.
J Med Internet Res 2024;26:e52792
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Further, 1 of NIPU’s developments was the Mukto dashboard—which is a free, open-access platform to view nutrition-related performance indicators at the national, district, and subdistrict levels [16].
However, despite these efforts and advancements, the research agenda around the effective use of nutrition data to guide key priorities and decisions in Bangladesh remains relatively nascent.
J Med Internet Res 2024;26:e48294
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