Published on in Vol 22, No 12 (2020): December

Preprints (earlier versions) of this paper are available at, first published .
Visual Analytic Tools and Techniques in Population Health and Health Services Research: Scoping Review

Visual Analytic Tools and Techniques in Population Health and Health Services Research: Scoping Review

Visual Analytic Tools and Techniques in Population Health and Health Services Research: Scoping Review


  1. Chishtie J, Bielska I, Barrera A, Marchand J, Imran M, Tirmizi S, Turcotte L, Munce S, Shepherd J, Senthinathan A, Cepoiu-Martin M, Irvine M, Babineau J, Abudiab S, Bjelica M, Collins C, Craven B, Guilcher S, Jeji T, Naraei P, Jaglal S. Interactive Visualization Applications in Population Health and Health Services Research: Systematic Scoping Review. Journal of Medical Internet Research 2022;24(2):e27534 View
  2. Ooge J, Stiglic G, Verbert K. Explaining artificial intelligence with visual analytics in healthcare. WIREs Data Mining and Knowledge Discovery 2022;12(1) View
  3. Petrovskis A, Bekemeier B, Heitkemper E, van Draanen J. The DASH model: Data for addressing social determinants of health in local health departments. Nursing Inquiry 2023;30(1) View
  4. Becker R, Bianchi E, LaRocca J, Marty M, Mehta V. Identifying the landscape of developmental toxicity new approach methodologies. Birth Defects Research 2022;114(17):1123 View
  5. Backonja U, Park S, Kurre A, Yudelman H, Heindel S, Schultz M, Whitman G, Turner A, Marchak N, Bekemeier B. Supporting rural public health practice to address local-level social determinants of health across Northwest states: Development of an interactive visualization dashboard. Journal of Biomedical Informatics 2022;129:104051 View
  6. Mollayeva T, Tran A, Chan V, Colantonio A, Escobar M. Sex-specific analysis of traumatic brain injury events: applying computational and data visualization techniques to inform prevention and management. BMC Medical Research Methodology 2022;22(1) View
  7. Al-Rayes S, AlOfi R, Alanezi F, Al-Ansary N, Alshawan D, Almulla S, AlSaif A, Alnujaidi H, Alanezi N, Alakrawi Z, AlMubarak S, Alnaim N, Saraireh L, Attar R, Aljanoubi H, Saadah A, Alfayez A, Alanzi T. Public awareness and use of health tools provided by the portal of the Ministry of Health of Saudi Arabia. Informatics in Medicine Unlocked 2023;36:101151 View
  8. Petrovskis A, Bekemeier B, van Draanen J, Heitkemper E. Grouping Public Health Skills to Facilitate Workforce Development: A Factor Analysis of PH WINS. Journal of Public Health Management and Practice 2023;29(3):E79 View
  9. Yakovchenko V, Jacob D, Rogal S, Morgan T, Rozenberg-Ben-Dror K, Sacca L. User experience of a hepatitis c population management dashboard in the Department of Veterans Affairs. PLOS ONE 2023;18(5):e0285044 View
  10. Chishtie J, Sapiro N, Wiebe N, Rabatach L, Lorenzetti D, Leung A, Rabi D, Quan H, Eastwood C. Use of Epic Electronic Health Record System for Health Care Research: Scoping Review. Journal of Medical Internet Research 2023;25:e51003 View
  11. Rodriguez-Rodriguez A, De la Fuente-Costa M, Escalera-de la Riva M, Domínguez-Navarro F, Perez-Dominguez B, Paseiro-Ares G, Casaña-Granell J, Blanco-Diaz M. Assessing the Quality of YouTube’s Incontinence Information after Cancer Surgery: An Innovative Graphical Analysis. Healthcare 2024;12(2):243 View
  12. Bindhu S, Nattam A, Xu C, Vithala T, Grant T, Dariotis J, Liu H, Wu D. Roles of Health Literacy in Relation to Social Determinants of Health and Recommendations for Informatics-Based Interventions: Systematic Review. Online Journal of Public Health Informatics 2024;16:e50898 View
  13. Weeks R, Vishwanath P, Stewart K, Liang C, Efe-Aluta O, Olayinka F, Kim C, Macarayan E, Niehaus L, Bar-Zeev N, Wonodi C. Assessing a Digital Scorecard on Global Immunization Progress: Stakeholder Views and Implications for Enhancing Performance and Accountability. Vaccines 2024;12(2):193 View
  14. Yanovitzky I, Stahlman G, Quow J, Ackerman M, Perry Y, Kim M. National Public Health Dashboards: Protocol for a Scoping Review. JMIR Research Protocols 2024;13:e52843 View

Books/Policy Documents

  1. Rad J, Quinn J, Cheng C, Abidi S, Liwski R, Abidi S. Artificial Intelligence in Medicine. View