Features Constituting Actionable COVID-19 Dashboards: Descriptive Assessment and Expert Appraisal of 158 Public Web-Based COVID-19 Dashboards

Journals

1. Yang D, Chien T, Yeh Y, Yang T, Chou W, Lin J. Using the absolute advantage coefficient (AAC) to measure the strength of damage hit by COVID-19 in India on a growth-share matrix. European Journal of Medical Research 2021;26(1) View
2. Barbazza E, Ivanković D, Wang S, Gilmore K, Poldrugovac M, Willmington C, Larrain N, Bos V, Allin S, Klazinga N, Kringos D. Exploring Changes to the Actionability of COVID-19 Dashboards Over the Course of 2020 in the Canadian Context: Descriptive Assessment and Expert Appraisal Study. Journal of Medical Internet Research 2021;23(8):e30200 View
3. Brito Fernandes Ó, Lobo Julião P, Klazinga N, Kringos D, Marques N. COVID-19 Preparedness and Perceived Safety in Nursing Homes in Southern Portugal: A Cross-Sectional Survey-Based Study in the Initial Phases of the Pandemic. International Journal of Environmental Research and Public Health 2021;18(15):7983 View
4. Noi E, Rudolph A, Dodge S. VASA: an exploratory visualization tool for mapping spatio-temporal structure of mobility – a COVID-19 case study. Cartography and Geographic Information Science 2024;51(2):275 View
5. Chuang H, Chien T, Chou W, Wang C, Tsai K. Comparison of prediction accuracies between two mathematical models for the assessment of COVID-19 damage at the early stage and throughout 2020. Medicine 2022;101(32):e29718 View
6. Nel E, MacLachlan A, Ballinger O, Cole H, Cole M. Data-Driven Decision Making in Response to the COVID-19 Pandemic: A City of Cape Town Case Study. Sustainability 2023;15(3):1853 View
7. Jang H, Quinones-Marrero J, Hincapie-Castillo J. Environmental scan of COVID-19 infection dashboards in the Florida public school system. Frontiers in Public Health 2022;10 View
8. Alvarado N, McVey L, Elshehaly M, Greenhalgh J, Dowding D, Ruddle R, Gale C, Mamas M, Doherty P, West R, Feltbower R, Randell R. Analysis of a Web-Based Dashboard to Support the Use of National Audit Data in Quality Improvement: Realist Evaluation. Journal of Medical Internet Research 2021;23(11):e28854 View
9. Lai C, Li K, Hu F, Su P, Hsu I, Huang M, Huang Y, Liu P, Shen M. Integration of an Intensive Care Unit Visualization Dashboard (i-Dashboard) as a Platform to Facilitate Multidisciplinary Rounds: Cluster-Randomized Controlled Trial. Journal of Medical Internet Research 2022;24(5):e35981 View
10. Shadbolt N, Brett A, Chen M, Marion G, McKendrick I, Panovska-Griffiths J, Pellis L, Reeve R, Swallow B. The challenges of data in future pandemics. Epidemics 2022;40:100612 View
11. Li V, Yarime M. Increasing resilience via the use of personal data: Lessons from COVID-19 dashboards on data governance for the public good. Data & Policy 2021;3 View
12. Vahedi A, Moghaddasi H, Asadi F, Hosseini A, Nazemi E. Applications, features and key indicators for the development of Covid-19 dashboards: A systematic review study. Informatics in Medicine Unlocked 2022;30:100910 View
13. Benita F, Fuentes L, Guzmán L, Martínez R, Carlos Muñoz J, Neo H, Rodríguez-Leiva S, Soza-Parra J. Comparing COVID-19 in the antipodes: Insights from pandemic containment strategies on both sides of the Pacific. Transportation Research Interdisciplinary Perspectives 2022;15:100660 View
14. Praharaj S, Solis P, Wentz E. Deploying geospatial visualization dashboards to combat the socioeconomic impacts of COVID-19. Environment and Planning B: Urban Analytics and City Science 2023;50(5):1262 View
15. Clarkson M. Web-Based COVID-19 Dashboards and Trackers in the United States: Survey Study. JMIR Human Factors 2023;10:e43819 View
16. Verhulsdonck G, Shah V. Making Actionable Metrics “Actionable”: The Role of Affordances and Behavioral Design in Data Dashboards. Journal of Business and Technical Communication 2022;36(1):114 View
17. Zhang Y, Sun Y, Gaggiano J, Kumar N, Andris C, Parker A. Visualization Design Practices in a Crisis: Behind the Scenes With COVID-19 Dashboard Creators. IEEE Transactions on Visualization and Computer Graphics 2022:1 View
18. Ivankovic´ D, Barbazza E, Klazinga N, Kringos D. Comment on Verhulsdonck and Shah's “Lean Data Visualization: Considering Actionable Metrics for Technical Communication”. Journal of Business and Technical Communication 2022;36(1):105 View
19. Tsai K, Chien T, Lin J, Yeh Y, Chou W. Comparison of prediction accuracies between mathematical models to make projections of confirmed cases during the COVID-19 pandamic by country/region. Medicine 2021;100(50):e28134 View
20. Satyam R, Yousef M, Qazi S, Bhat A, Raza K. COVIDium: a COVID-19 resource compendium. Database 2021;2021 View
21. Bos V, Jansen T, Klazinga N, Kringos D. Development and Actionability of the Dutch COVID-19 Dashboard: Descriptive Assessment and Expert Appraisal Study. JMIR Public Health and Surveillance 2021;7(10):e31161 View
22. Ismail M, Morden E, Hussey H, Paleker M, Jacobs T, Laenen I, Hunter M, Moodley M, Smith M, Mutemaringa T, Bam J, Dane P, Heekes A, Boulle A, Davies M. Evaluation of a public COVID-19 dashboard in the Western Cape, South Africa: a tool for communication, trust, and transparency. BMC Public Health 2022;22(1) View
23. Swarts E, Seitz C, Bouldin E, Rogers J, Orsini M. Universities’ communication of COVID-19 cases through online dashboards. Journal of American College Health 2024;72(4):1019 View
24. Silva J, Ferreira N, Almeida Filho A, Sharma P. A Tool for Visualization and Analysis of Neighbourhoods, Clusters, and Indicators during the COVID‐19 Pandemic. Mathematical Problems in Engineering 2023;2023(1) View
25. Sobkowich K, Berke O, Bernardo T, Pearl D, Kozak P. Development and assessment of an epidemiologic dashboard for surveillance of Varroa destructor in Ontario apiaries. Preventive Veterinary Medicine 2023;212:105853 View
26. Balogh A, Harman A, Kreuter F. Real-Time Analysis of Predictors of COVID-19 Infection Spread in Countries in the European Union Through a New Tool. International Journal of Public Health 2022;67 View
27. Gazivoda V, Stolz A, Saunders P, Marshall J, Lockerman Z, Samy S, Motov S, Savel R. CovidStats: Development and Implementation of a Daily COVID-19 Clinical Dashboard in an Urban Teaching Hospital. Quality Management in Health Care 2022;31(4):259 View
28. Barbazza E, Ivanković D, Davtyan K, Poldrugovac M, Yelgezekova Z, Willmington C, Meza-Torres B, Bos V, Fernandes Ó, Rotar A, Nuti S, Vainieri M, Carinci F, Azzopardi-Muscat N, Groene O, Novillo-Ortiz D, Klazinga N, Kringos D. The experiences of 33 national COVID-19 dashboard teams during the first year of the pandemic in the World Health Organization European Region: A qualitative study. DIGITAL HEALTH 2022;8:205520762211211 View
29. Jones K, Steyn F, Wallace L. A longitudinal descriptive assessment of US college COVID-19 dashboards. Journal of American College Health 2024;72(3):933 View
30. Judson S, Torimiro J, Pigott D, Maima A, Mostafa A, Samy A, Rabinowitz P, Njabo K. COVID-19 data reporting systems in Africa reveal insights for future pandemics. Epidemiology and Infection 2022;150 View
31. Prestby T. Design Techniques for COVID-19 Story Maps: A Quantitative Content Analysis. Cartography and Geographic Information Science 2024;51(2):222 View
32. Ignatenko E, Ribeiro M, Oliveira M. Informing the Design of Data Visualization Tools to Monitor the COVID-19 Pandemic in Portugal: A Web-Delphi Participatory Approach. International Journal of Environmental Research and Public Health 2022;19(17):11012 View
33. Parry G, Provost L, Provost S, Little K, Perla R. A hybrid Shewhart chart for visualizing and learning from epidemic data. International Journal for Quality in Health Care 2021;33(4) View
34. Sorapure M. User Perceptions of Actionability in Data Dashboards. Journal of Business and Technical Communication 2023;37(3):253 View
35. Sinclair A, Taylor M, Brandel-Tanis F, Davidson A, Chande A, Rishishwar L, Andris C, Adcock R, Weitz J, Samanez-Larkin G, Beckett S, Daoust J. Communicating COVID-19 exposure risk with an interactive website counteracts risk misestimation. PLOS ONE 2023;18(10):e0290708 View
36. Paulo M, Peyroteo M, Maia M, Pries C, Habl C, Lapão L. Impacts of public health and social measures on COVID-19 in Europe: a review and modified Delphi technique. Frontiers in Public Health 2023;11 View
37. Lan Y, Delmelle E. A web-based analytical framework for the detection and visualization space-time clusters of COVID-19. Cartography and Geographic Information Science 2024;51(2):311 View
38. 이 나, 김 연, 정 승, 이 우, 오 주, 황 승. 코로나19 핵심 지표 산출체계 국제 비교 및 활용도 제고 방안 연구. Public Health Weekly Report 2023;16(29):973 View
39. Cotter L, Yang S. Are interactive and tailored data visualizations effective in promoting flu vaccination among the elderly? Evidence from a randomized experiment. Journal of the American Medical Informatics Association 2024;31(2):317 View
40. Clements A. Spatial and Temporal Data Visualisation for Mass Dissemination: Advances in the Era of COVID-19. Tropical Medicine and Infectious Disease 2023;8(6):314 View
41. Yedinak J, Krieger M, Joseph R, Levin S, Edwards S, Bailer D, Goyer J, Daley Ndoye C, Schultz C, Koziol J, Elmaleh R, Hallowell B, Hampson T, Duong E, Shihipar A, Goedel W, Marshall B. Public Health Dashboards in Overdose Prevention: The Rhode Island Approach to Public Health Data Literacy, Partnerships, and Action. Journal of Medical Internet Research 2024;26:e51671 View
42. Burgan K, McCollum C, Guzman A, Penney B, Hill S, Kudroff K, Thorn S, Burton T, Turner K, Mugavero M, Rana A, Elopre L. A mixed methods evaluation assessing the feasibility of implementing a PrEP data dashboard in the Southeastern United States. BMC Health Services Research 2024;24(1) View
43. Rabiei R, Bastani P, Ahmadi H, Dehghan S, Almasi S. Developing public health surveillance dashboards: a scoping review on the design principles. BMC Public Health 2024;24(1) View
44. Golding J, Chmura H. Lessons for conservation from the mistakes of the COVID‐19 pandemic: The promise and peril of big data and new communication modalities. Conservation Science and Practice 2024;6(3) View
45. Grisotti M, Granada D, Leoni Birriel M. As dimensões sociais da pandemia de Covid-19 no contexto latino-americano. Revista del CESLA: International Latin American Studies Review 2022;(29):1 View
46. Atkinson P, Stevenson M, O'Handley R, Nielsen T, Caraguel C. Temperature-bounded development of Dirofilaria immitis larvae restricts the geographical distribution and seasonality of its transmission: case study and decision support system for canine heartworm management in Australia. International Journal for Parasitology 2024;54(6):311 View
47. Morris R, Wang S. Building a Pathway to One Health Surveillance and Response in Asian Countries. Science in One Health 2024:100067 View
48. Damalas T, Penney E, Cullen T, Dibner-Dunlap A, English C, Gomez J, Sapp A, Selig S, Sutermaster S. Pima County COVID-19 vaccine solutions dashboard project: lessons learned. Frontiers in Digital Health 2024;6 View
49. Hirani R, Noruzi K, Khuram H, Hussaini A, Aifuwa E, Ely K, Lewis J, Gabr A, Smiley A, Tiwari R, Etienne M. Artificial Intelligence and Healthcare: A Journey through History, Present Innovations, and Future Possibilities. Life 2024;14(5):557 View
50. Wang G, Wu Y, Wang J, Guo H, Zhao W, Luo C, Tong L. Flowdashboard: authoring pandemic dashboards with a transparent flow model. Journal of Visualization 2024;27(5):941 View
51. 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
52. Fang H, Du X, Sun Y, Yang N. Risk perception evaluation of epidemic maps using event-related potentials. Cartography and Geographic Information Science 2024:1 View
53. Ranjan P, Nandi D, Kaur K, Rajiv R, Shrivastav K, Ghosh A, Deshpande A, Samanta S, Janardhanan R. An Indigenous Computational Platform for Nowcasting and Forecasting Non-Linear Spread of COVID-19 across the Indian Sub-continent: A Geo-Temporal Visualization of Data. Procedia Computer Science 2024;235:496 View
54. Kazi A, Ahsan N, Jabeen R, Allana R, Jamal S, Mughal M, Hopkins K, Malik F. Effects of COVID-19 Illness and Vaccination Infodemic Through Mobile Health, Social Media, and Electronic Media on the Attitudes of Caregivers and Health Care Providers in Pakistan: Qualitative Exploratory Study. JMIR Infodemiology 2024;4:e49366 View
55. Salvi A, Gillenwater L, Cockrum B, Wiehe S, Christian K, Cayton J, Bailey T, Schwartz K, Dir A, Ray B, Aalsma M, Reda K. Development of a Real-Time Dashboard for Overdose Touchpoints: User-Centered Design Approach. JMIR Human Factors 2024;11:e57239 View
56. Uggerby C, Knudsen S, Grøntved S, Sørensen A, Larsen K, Schmidt C, Jensen T, Pedersen J, Mainz J. Adverse events reporting during the COVID-19 pandemic in a Danish region: a retrospective analysis. International Journal for Quality in Health Care 2024;36(2) View
57. Tan L, Ganapathy S, Lim K, Ahmad N. Development and Utility of an Interactive Online Dashboard for Monitoring Data Collection and Data Processing During a School-Based Health Survey. Journal of Public Health Management & Practice 2024;30(4):605 View
58. Ares-Blanco S, Guisado-Clavero M, Lygidakis C, Fernández-García M, Petek D, Vinker S, Li D, Stadval A, Solves J, Del Rio L, Larrondo I, Fitzgerald L, Adler L, Assenova R, Bakola M, Bayen S, Brutskaya-Stempkovskaya E, Busneag I, Divjak A, Peña M, Domeyer P, Gjorgjievski D, Gómez-Johansson M, Hanževački M, Hoffmann K, Iлькoв O, Ivanna S, Jandrić-Kočić M, Karathanos V, Kirkovski A, Knežević S, Korkmaz B, Kostić M, Krztoń-Królewiecka A, Heleno B, Nessler K, Lingner H, Murauskienė L, Neves A, López N, Perjés Á, Petrazzuoli F, Petricek G, Sattler M, Saurek-Aleksandrovska N, Seifert B, Serafini A, Sentker T, Tiili P, Torzsa P, Valtonen K, Vaes B, van Pottebergh G, Gómez-Bravo R, Astier-Peña M. Exploring the accessibility of primary health care data in Europe's COVID-19 response: developing key indicators for managing future pandemics (Eurodata study). BMC Primary Care 2024;25(1) View
59. Sitharam N, Tegally H, Silva D, Baxter C, de Oliveira T, Xavier J. SARS-CoV-2 Genomic Epidemiology Dashboards: A Review of Functionality and Technological Frameworks for the Public Health Response. Genes 2024;15(7):876 View
60. Krieger M, Bessey S, Abadin S, Akhtar W, Bowman S, DiVincenzo S, Duong E, House J, Lai E, Latham J, Park C, Pratty C, Rein B, Amand K, Gray J, Wilson M, Goedel W. Project SIGNAL: A Dashboard for Supporting Community Confidence in Making Data-Driven Decisions. Journal of Public Health Management & Practice 2024;30(6):895 View
61. Callaghan-Koru J, Newman Chargois P, Tiwari T, Brown C, Greenfield W, Koru G. Public Maternal Health Dashboards in the United States: Descriptive Assessment. Journal of Medical Internet Research 2024;26:e56804 View
62. Meyer J, Stanton Fraser D, Barnett J. Misleading Whom? Assumptions about Map Users and Engagement Contexts in COVID-19 Map Misleadingness Claims. The Cartographic Journal 2024:1 View
63. Komeiha M, Kujbida G, Reynolds A, Mbagwu I, Dojeiji L, O’Rourke J, Raju S, Varia M, Stylianou H, Burgess S, Ogundele O, Pinto A. A study of the enablers and barriers to the collection of sociodemographic data by public health units in Ontario, Canada during the COVID-19 pandemic. BMC Public Health 2024;24(1) View
64. Pasquetto I, Abdu A, Chtena N. Essential work, invisible workers: The role of digital curation in COVID‐19 Open Science. Journal of the Association for Information Science and Technology 2024 View

Books/Policy Documents

1. Gnewuch U, Maedche A. The Transdisciplinary Reach of Design Science Research. View
2. Laituri M. The Geographies of COVID-19. View
3. Magrabi F, Cresswell K, Fraser H. Clinical Decision Support and Beyond. View
4. Wright M. Clinical Decision Support and Beyond. View
5. Vainieri M, Vola F. Challenges of Healthcare Systems in the Era of COVID-19. View