Table 1 Digital epidemiology and tracking apps for COVID-19

From: Smartphone apps in the COVID-19 pandemic

App

Country(ies)

Developer(s)

No. of users

Outcomes published

Data sources

Active participatory surveillance

COVID Symptom Survey

United States and United Kingdom

ZOE

>4 million

Yes

Crowdsourcing

Cantonal Hospital of St. Gallen and the Eastern Switzerland Children’s Hospital

Switzerland

Hospital

1,004

Yes

Crowdsourcing

Aarogya Setu

India

Government of India

>20 million downloads

No

Crowdsourcing

Passive population-level tracking

FLUency/Healthweather

United States

Kinsa

>2.5 million

No

Kinsa smart thermometer and JHU COVID-19 Data Repository

Outbreaks Near Me

United States and Canada

Boston Children’s Hospital, HealthMap, Flu Lab and Ending Pandemics

>6.4 million

No

Crowdsourcing

Individual risk assessment

SAFER COVID

United States

CareEvolution

N/A

No

Crowdsourcing

Health Code

China

Alipay and We Chat

900 million

No

Mining personal data related to location, payment platforms and contacts

Web-based dashboards

JHU Covid

Map

Global

JHU

N/A

Yes, detected incident cases of COVID-19 before most countries

Web searches, social media mining and adjudication with local departments of public health

Outbreak.info

Global

Open source academic collaboration

N/A

No

Epidemiologic data, genomic data and published research

Global.health

Global

Open source academic collaboration

62 million

No

Epidemiological case data

Pathogen maps

Next Strain

Global

Open source

N/A

Feasibility, yes; outcomes, no

Multiple research groups

Spillover

Global

UC Davis, Global Virome Project

N/A

No

Global Virome Project

  1. N/A, not available.