Evidence map›Paper›PMID 35179499›Full record

ArticleJournal of medical Internet research2022

Interactive Visualization Applications in Population Health and Health Services Research: Systematic Scoping Review.

Jawad Chishtie, Iwona Anna Bielska, Aldo Barrera, Jean-Sebastien Marchand, Muhammad Imran, Syed Farhan Ali Tirmizi, Luke A Turcotte, Sarah Munce, John Shepherd, Arrani Senthinathan and 11 more

Abstract readScoping Review
In one paragraph

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.

0numbers the graph read from it
0cells of the map it votes in
20citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

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.

2 · The registry

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.

3 · Its place in the literature

Who cites it

20 citing papers in PubMed.

  1. Article
  2. Article
  3. Article
  4. Article
  5. Article
  6. VIEWER: an extensible visual analytics framework for enhancing mental healthcare.Journal of the American Medical Informatics Association : JAMIA · 2026
    Article
  7. Article
  8. Creating Interactive Data Dashboards for Evidence Syntheses.Cochrane evidence synthesis and methods · 2025
    Article
  9. Review
  10. Article
  11. Review
  12. Interactive exploration of adverse events and multimorbidity in CKD.Nephrology, dialysis, transplantation : official publication of the European Dialysis and Transplant Association - European Renal Association · 2024
    Observational
  13. Article
  14. Article
  15. Article
  16. Article
  17. Article
  18. Article
  19. Article
  20. Review
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

21 authors.

Jawad ChishtieRehabilitation Sciences Institute, Faculty of Medicine, University of Toronto, Toronto, ON, Canada.ORCID 0000-0001-8650-4469
Iwona Anna BielskaMcMaster University, Hamilton, ON, Canada.ORCID 0000-0002-4186-4871
Aldo BarreraSimon Fraser University, Burnaby, BC, Canada.ORCID 0000-0002-3748-2387
Jean-Sebastien MarchandUniversite de Sherbrooke, Quebec, QC, Canada.ORCID 0000-0001-6745-6692
Muhammad ImranAllama Iqbal Open University, Islamabad, Pakistan.ORCID 0000-0003-2250-9345
Syed Farhan Ali TirmiziAlberta Health Services, Edmonton, AB, Canada.ORCID 0000-0002-2677-9804
Luke A TurcotteUniversity of Waterloo, Waterloo, ON, Canada.ORCID 0000-0001-5678-7234
Sarah MunceRehabilitation Sciences Institute, Faculty of Medicine, University of Toronto, Toronto, ON, Canada.ORCID 0000-0002-0595-8395
John ShepherdRehabilitation Sciences Institute, Faculty of Medicine, University of Toronto, Toronto, ON, Canada.ORCID 0000-0001-8072-3775
Arrani SenthinathanInstitute of Health Policy, Management and Evaluation, University of Toronto, Toronto, ON, Canada.ORCID 0000-0002-9304-3039
Monica Cepoiu-MartinUniversity of Calgary, Calgary, AB, Canada.ORCID 0000-0002-8008-9214
Michael IrvineDepartment of Mathematics, University of British Columbia, Vancouver, BC, Canada.ORCID 0000-0003-4785-8998
Jessica BabineauLibrary & Information Services, University Health Network, Toronto, ON, Canada.ORCID 0000-0002-4770-0579
Sally AbudiabRehabilitation Sciences Institute, Faculty of Medicine, University of Toronto, Toronto, ON, Canada.ORCID 0000-0002-6618-5250
Marko BjelicaRehabilitation Sciences Institute, Faculty of Medicine, University of Toronto, Toronto, ON, Canada.ORCID 0000-0003-0540-1690
Christopher CollinsFaculty of Science, Ontario Tech University, Oshawa, ON, Canada.ORCID 0000-0002-4520-7000
B Catharine CravenRehabilitation Sciences Institute, Faculty of Medicine, University of Toronto, Toronto, ON, Canada.ORCID 0000-0001-8234-6803
Sara GuilcherRehabilitation Sciences Institute, Faculty of Medicine, University of Toronto, Toronto, ON, Canada.ORCID 0000-0002-9552-9139
Tara JejiOntario Neurotrauma Foundation, Toronto, ON, Canada.ORCID 0000-0003-1244-5851
Parisa NaraeiDepartment of Computer Science, Ryerson University, Toronto, ON, Canada.ORCID 0000-0003-4165-6789
Susan JaglalRehabilitation Sciences Institute, Faculty of Medicine, University of Toronto, Toronto, ON, Canada.ORCID 0000-0002-2930-1443

Funding

CIHR
6 · The paper itself

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.

Indexed as

Health Services ResearchPopulation HealthBig DataDelivery of Health CareHumansInformation Storage and Retrievaldata visualizationhealth services researchinteractive visualizationpopulation healthpublic health informaticssecondary health care data

Identifiers

PMID35179499
PMCPMC8900899

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

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.