Exposure Notification Explained

Exposure Notification
Industry:Digital contact tracing
Hardware:Android & iOS smartphones
Range:~10m (30feet)[1]

The (Google/Apple) Exposure Notification System (GAEN)[2] [3] is a framework and protocol specification developed by Apple Inc. and Google to facilitate digital contact tracing during the COVID-19 pandemic. When used by health authorities, it augments more traditional contact tracing techniques by automatically logging close approaches among notification system users using Android or iOS smartphones. Exposure Notification is a decentralized reporting protocol built on a combination of Bluetooth Low Energy technology and privacy-preserving cryptography. It is an opt-in feature within COVID-19 apps developed and published by authorized health authorities.[4] [5] Unveiled on April 10, 2020, it was made available on iOS on May 20, 2020 as part of the iOS 13.5 update[6] and on December 14, 2020 as part of the iOS 12.5 update for older iPhones.[7] On Android, it was added to devices via a Google Play Services update, supporting all versions since Android Marshmallow.

The Apple/Google protocol is similar to the Decentralized Privacy-Preserving Proximity Tracing (DP-3T) protocol created by the European DP-3T consortium and the Temporary Contact Number (TCN) protocol by Covid Watch, but is implemented at the operating system level, which allows for more efficient operation as a background process.[8] [9] [10] Since May 2020, a variant of the DP-3T protocol is supported by the Exposure Notification Interface.[11] Other protocols are constrained in operation because they are not privileged over normal apps. This leads to issues, particularly on iOS devices where digital contact tracing apps running in the background experience significantly degraded performance.[12] [13] [14] The joint approach is also designed to maintain interoperability between Android and iOS devices, which constitute nearly all of the market.

The ACLU stated the approach "appears to mitigate the worst privacy and centralization risks, but there is still room for improvement".[15] In late April, Google and Apple shifted the emphasis of the naming of the system, describing it as an "exposure notification service", rather than "contact tracing" system.[16]

Technical specification

Digital contact tracing protocols typically have two major responsibilities: encounter logging and infection reporting. Exposure Notification only involves encounter logging which is a decentralized architecture. The majority of infection reporting is centralized in individual app implementations.[17]

To handle encounter logging, the system uses Bluetooth Low Energy to send tracking messages to nearby devices running the protocol to discover encounters with other people. The tracking messages contain unique identifiers that are encrypted with a secret daily key held by the sending device. These identifiers change every 15–20 minutes as well as Bluetooth MAC address in order to prevent tracking of clients by malicious third parties through observing static identifiers over time.

The sender's daily encryption keys are generated using a random number generator.[18] Devices record received messages, retaining them locally for 14 days. If a user tests positive for infection, the last 14 days of their daily encryption keys can be uploaded to a central server, where it is then broadcast to all devices on the network. The method through which daily encryption keys are transmitted to the central server and broadcast is defined by individual app developers. The Google-developed reference implementation calls for a health official to request a one-time verification code (VC) from a verification server, which the user enters into the encounter logging app. This causes the app to obtain a cryptographically signed certificate, which is used to authorize the submission of keys to the central reporting server.[19]

The received keys are then provided to the protocol, where each client individually searches for matches in their local encounter history. If a match meeting certain risk parameters is found, the app notifies the user of potential exposure to the infection.[20] Google and Apple intend to use the received signal strength (RSSI) of the beacon messages as a source to infer proximity.[21] RSSI and other signal metadata will also be encrypted to resist deanonymization attacks.

Version 1.0

To generate encounter identifiers, first a persistent 32-byte private Tracing Key (

tk

) is generated by a client. From this a 16 byte Daily Tracing Key is derived using the algorithm

dtki=HKDF(tk,NULL,'CT-DTK'||Di,16)

, where

HKDF(Key,Salt,Data,OutputLength)

is a HKDF function using SHA-256, and

Di

is the day number for the 24-hour window the broadcast is in starting from Unix Epoch Time. These generated keys are later sent to the central reporting server should a user become infected.[22]

From the daily tracing key a 16-byte temporary Rolling Proximity Identifier is generated every 10 minutes with the algorithm

RPIi,j=Truncate(HMAC(dtki,'CT-RPI'||TINj),16)

, where

HMAC(Key,Data)

is a HMAC function using SHA-256, and

TINj

is the time interval number, representing a unique index for every 10 minute period in a 24-hour day. The Truncate function returns the first 16 bytes of the HMAC value. When two clients come within proximity of each other they exchange and locally store the current

RPIi,j

as the encounter identifier.

Once a registered health authority has confirmed the infection of a user, the user's Daily Tracing Key for the past 14 days is uploaded to the central reporting server. Clients then download this report and individually recalculate every Rolling Proximity Identifier used in the report period, matching it against the user's local encounter log. If a matching entry is found, then contact has been established and the app presents a notification to the user warning them of potential infection.

Version 1.1

Unlike version 1.0 of the protocol, version 1.1 does not use a persistent tracing key, rather every day a new random 16-byte Temporary Exposure Key (

teki

) is generated. This is analogous to the daily tracing key from version 1.0. Here

i

denotes the time is discretized in 10 minute intervals starting from Unix Epoch Time. From this two 128-bit keys are calculated, the Rolling Proximity Identifier Key (

RPIKi

) and the Associated Encrypted Metadata Key (

AEMKi

).

RPIKi

is calculated with the algorithm

RPIKi=HKDF(teki,NULL,'EN-RPIK',16)

, and

AEMKi

using the algorithm

AEMKi=HKDF(teki,NULL,'EN-AEMK',16)

.

From these values a temporary Rolling Proximity Identifier (

RPIi,j

) is generated every time the BLE MAC address changes, roughly every 15–20 minutes. The following algorithm is used:

RPIi,j=AES128(RPIKi,'EN-RPI'||0x000000000000||ENINj)

, where

AES128(Key,Data)

is an AES cryptography function with a 128-bit key, the data is one 16-byte block,

j

denotes the Unix Epoch Time at the moment the roll occurs, and

ENINj

is the corresponding 10-minute interval number. Next, additional Associated Encrypted Metadata is encrypted. What the metadata represents is not specified, likely to allow the later expansion of the protocol. The following algorithm is used:

AssociatedEncryptedMetadatai,j=AES128\CTR(AEMKi,RPIi,j,Metadata)

, where

AES128\CTR(Key,IV,Data)

denotes AES encryption with a 128-bit key in CTR mode. The Rolling Proximity Identifier and the Associated Encrypted Metadata are then combined and broadcast using BLE. Clients exchange and log these payloads.

Once a registered health authority has confirmed the infection of a user, the user's Temporary Exposure Keys

teki

and their respective interval numbers

i

for the past 14 days are uploaded to the central reporting server. Clients then download this report and individually recalculate every Rolling Proximity Identifier starting from interval number

i

, matching it against the user's local encounter log. If a matching entry is found, then contact has been established and the app presents a notification to the user warning them of potential infection.

Version 1.2

Version 1.2 of the protocol is identical to version 1.1, only introducing minor terminology changes.[23]

Privacy

Preservation of privacy was referred to as a major component of the protocol; it is designed so that no personally identifiable information can be obtained about the user or their device.[24] [25] [26] Apps implementing Exposure Notification are only allowed to collect personal information from users on a voluntary basis. Consent must be obtained by the user to enable the system or publicize a positive result through the system, and apps using the system are prohibited from collecting location data.[27] As an additional measure, the companies stated that it would sunset the protocol by-region once they determine that it is "no longer needed".[28]

The Electronic Frontier Foundation showed concerns the protocol was vulnerable to "linkage attacks", where sufficiently capable third parties who had recorded beacon traffic may retroactively be able to turn this information into tracking information, for only areas in which they had already recorded beacons, for a limited time segment and for only users who have disclosed their COVID-19 status, once a device's set of daily encryption keys have been revealed.[29]

On April 16, the European Union started the process of assessing the proposed system for compatibility with privacy and data protection laws, including the General Data Protection Regulation (GDPR).[30] On April 17, 2020, the UK's Information Commissioner's Office, a supervisory authority for data protection, published an opinion analyzing both Exposure Notification and the Decentralized Privacy-Preserving Proximity Tracing protocol, stating that the systems are "aligned with the principles of data protection by design and by default" (as mandated by the GDPR).[31]

Deployment

Exposure Notification is compatible with Android devices supporting Bluetooth Low Energy and running Android 6.0 "Marshmallow" and newer with Google Mobile Services. It is serviced via updates to Google Play Services, ensuring compatibility with the majority of Android devices released outside of Mainland China, and not requiring it to be integrated into Android firmware updates (which would hinder deployment by relying on individual OEMs). It is not compatible with devices that do not have GMS, such as Huawei devices released since May 2019.[32] [33] On iOS, EN is serviced via operating system updates. It was first introduced as part of iOS 13.5 on May 20, 2020.[34] [35] In December 2020, Apple released iOS 12.5, which backported EN support to iPhone models that cannot be upgraded to iOS 13, including iPhone 6 and older.

Exposure Notification apps may only be released by public health authorities. To discourage fragmentation, each country will typically be restricted to one app, although Apple and Google stated that they would accommodate regionalized approaches if a country elects to do so. Apple and Google released reference implementations for apps utilizing the system, which can be used as a base.

On September 1, 2020, the consortium announced "Exposure Notifications Express" (EN Express), a system designed to ease adoption of the protocol by health authorities by removing the need to develop an app themselves. Under this system, a health authority provides parameters specific to their implementation (such as thresholds, branding, messaging, and key servers), which is then processed to generate the required functionality. On Android, this data is used to generate an app, and a configuration profile that can also be deployed to users via Google Play Services without a dedicated app. On iOS, the functionality is integrated directly at the system level on iOS 13.7 and newer without a dedicated app.[36] On December 14, 2020, Apple released iOS 12.5, bringing support for Exposure Notifications to older iPhones.

The last information update on the “Exposure Notification Systems” partnership was a year end review issued by Google in December 2020:[37] "we plan to keep you updated here with new information again next year". Nothing has however been issued on the one year anniversary of the launch of the “Exposure Notification Interface” API in spite of important changes on the pandemic front such as vaccination, variants, digital health passports, app adoption challenges as well as growing interest for tracking QR codes (and notifying from that basis) on a mostly airborne transmitted virus. The Frequently Asked Questions (FAQ) published document has not been revised since May 2020.[38] Basic support remains provided through the apps store released by authorized public health agencies, including enforcement of the personal privacy protection framework as demonstrated on the UK NHS challenge in support of their contact tracers.[39]

In June 2021, Google faced allegations that it had automatically downloaded Massachusetts' "MassNotify" app to Android devices without user consent. Google clarified that it had not actually downloaded the app to user devices, and that Google Play Services was being used to deploy an EN Express configuration profile that would allow it to be enabled via the Google Settings app without needing to download a separate app.[40]

Adoption

As of May 21, at least 22 countries had received access to the protocol.[41] Switzerland and Austria were among the first to back the protocol.[42] On April 26, after initially backing PEPP-PT, Germany announced it would back Exposure Notification,[43] followed shortly after by Ireland [44] and Italy.[45] Despite already adopting the centralised BlueTrace protocol,[46] Australia's Department of Health and Digital Transformation Agency were investigating whether the protocol could be implemented to overcome limitations of its COVIDSafe app. On May 25, Switzerland became the first country to launch an app leveraging the protocol, SwissCovid, beginning with a small pilot group.[47]

In England, the National Health Service (NHS) trialed both an in-house app on a centralized platform developed by its NHSX division, and a second app using Exposure Notification.[48] On June 18, the NHS announced that it would focus on using Exposure Notification to complement manual contact tracing, citing tests on the Isle of Wight showing that it had better cross-device compatibility (and would also be compatible with other European approaches), but that its distance calculations were not as reliable as the centralized version of the app,[49] an issue which was later rectified.[50] [51] Later, it was stated that the app would be supplemented by QR codes at venues.[52] A study of the impact of Exposure Notification in England and Wales estimated that it averted 8,700 (95% confidence interval 4,700–13,500) deaths out of the 32,500 recorded from its introduction on 24 September 2020 to 31 December 2020.[53]

Canada launched its COVID Alert app, co-developed in partnership with BlackBerry Limited and Shopify,[54] on July 31 in Ontario. As of February 2022, only around 57,000 positive cases had been reported via the app, leading some critics to dismiss it as a failure.[55] [56] [57]

In May 2020, Covid Watch launched the first calibration and beta testing pilot of the GAEN APIs in the United States at the University of Arizona.[58] [59] In Aug 2020, the app launched publicly for a phased roll-out in the state of Arizona.[60] [61] [62]

The U.S. Association of Public Health Laboratories (APHL) stated in July 2020 that it was working with Apple, Google, and Microsoft on a national reporting server for use with the protocol, which it stated would ease adoption and interoperability between states.[63]

In August 2020, Google stated that at least 20 U.S. states had expressed interest in using the protocol. In Alabama, the Alabama Department of Public Health, University of Alabama at Birmingham, and the University of Alabama System deployed the "GuideSafe" app for university students returning to campus, which includes Exposure Notification features.[64] [65] On August 5, the Virginia Department of Health released its "COVIDWise" app — making it the first U.S. state to release an Exposure Notification-based app for the general public.[66] [67] [68] North Dakota and Wyoming released an EN app known as "Care19 Alert", developed by ProudCrowd and using the APHL server (the app is a spin-off from an existing location logging application it had developed, based on one it had developed primarily for use by students travelling to attend college football away games).[69] [70]

Maryland, Nevada, Virginia, and Washington, D.C. have announced plans to use EN Express. In September, Delaware, New Jersey, New York, and Pennsylvania all adopted "COVID Alert" apps developed by NearForm, which are based on its COVID Tracker Ireland app.[71] [72] Later that month, the Norwegian Institute of Public Health announced that it would lead development of an Exposure Notification-based app for the country, which replaces a centralized app that had ceased operations in June 2020 after the Norwegian Data Protection Authority ruled that it violated privacy laws.[73] [74]

In Nov 2020, Bermuda launched the Wehealth Bermuda app developed by Wehealth, a Public Benefit Corporation, which was based on the Covid Watch app released in Arizona.[75] [76] [77]

Announced/Released! class="unsortable"
Notes
Stopp Corona AppJune 26, 2020[78]
Coronavírus-SUSJuly 31, 2020[79]
Wehealth BermudaNov 24, 2020
CoronalertOctober 1, 2020 (public)September 2, 2020 (Pilot phase) [80]
COVID Alertdata-sort-value="July 31, 2020" July 31, 2020Available in New Brunswick, Newfoundland and Labrador, Ontario, Manitoba, Saskatchewan, Quebec, Prince Edward Island, and Nova Scotia.[81] [82] [83] Alberta and British Columbia have declined its use.
eRouška (eMask)September 17, 2020Since version 2.1[84] [85]
SmittestopJune 18, 2020[86]
HoiaAugust 20, 2020[87]
KoronavilkkuAugust 31, 2020[88]
Corona-Warn-AppJune 16, 2020[89]
BEAT Covid GibraltarJune 18, 2020Based on COVID Tracker Ireland and will interoperate with it.[90]
Rakning C-19May 12, 2021GEAN implementation activated in May 2021, replaced previous version of app which used GPS tracking stored on-device launched in April 2020.[91] [92]
COVID Tracker IrelandJuly 7, 2020[93] [94]
ImmuniJune 1, 2020[95]
COCOAJune 19, 2020[96]
Jersey COVID AlertSeptember 21, 2020[97]
Apturi CovidMay 29, 2020[98]
Ma3anJuly 16, 2020[99]
NetherlandsCoronaMelderOctober 10, 2020 (full release)[100]
New ZealandNZ COVID TracerDecember 10, 2020 (full release)[101]
SmittestoppDecember 21, 2020Replaced a version of the app that was suspended earlier in the year due to scrutiny from the local Norwegian Data Protection Authority.
StaySafe.phMarch 29, 2021GAEN implementation activated in April 2021 [102]
ProteGO SafeJune 9, 2020Update to existing encounter logging app.[103]
STAYAWAY COVIDAugust 28, 2020[104]
Gosuslugi. Covid TrackerNovember 23, 2020https://play.google.com/store/apps/details?id=com.minsvyaz.gosuslugi.exposurenotificationdroid
COVID Alert SASeptember 1, 2020[105]
Radar COVIDdata-sort-value="June 30, 2020" June 30, 2020 (beta test)[106]
SwissCovidMay 26, 2020 (pilot phase)
臺灣社交距離May 3, 2021[107]
Thai Covid AlertApril 26, 2022[108]

NHS COVID-19September 24, 2020[109]
StopCOVID NIJuly 30, 2020Interoperates with COVID Tracker Ireland.
ScotlandProtect ScotlandSeptember 11, 2020Based on COVID Tracker Ireland and will interoperate with it.[110]
United States AlabamaGuideSafeAugust 3, 2020Targeting University of Alabama students as part of a larger program under the same name.
AlaskaAlaska COVID ENXJanuary 20, 2022[111]
ArizonaCovid WatchMay 28, 2020 (attenuation and dynamic risk testing)August 19, 2020 (released)Targeting University of Arizona in a phased roll-out for the state of Arizona.
CaliforniaCA NotifyDecember 10, 2020[112] [113]
ColoradoCO Exposure NotificationsOctober 25, 2020[114]
ConnecticutCOVID Alert CTNovember 12, 2020[115]
DelawareCOVID Alert DESeptember 15, 2020Based on COVID Tracker Ireland.
GuamGuam Covid AlertSeptember 10, 2020Based on the PathCheck Foundation's GAEN Mobile project
HawaiiAloha Safe AlertNovember 11, 2020Based on the PathCheck Foundation's GAEN Mobile project
LouisianaCOVID DefenseJanuary 22, 2021Based on the PathCheck Foundation's GAEN Mobile project [116] [117]
MarylandMD COVID AlertOctober 10, 2020[118]
MassachusettsMassNotifyUses EN Express.[119]
MichiganMI COVID AlertOctober 15, 2020 (Michigan State University pilot)November 9, 2020 (statewide)[120] [121] [122]
MinnesotaCOVIDaware MNNovember 23, 2020[123] [124]
MissouriMO/NotifyJuly 29, 2021Targeting Washington University in St. Louis in a phased roll-out for the state of Missouri.[125] [126]
New JerseyCOVID Alert NJSeptember 30, 2020Based on COVID Tracker Ireland.
New YorkCOVID Alert NYSeptember 30, 2020Based on COVID Tracker Ireland.
North CarolinaSlowCOVIDNCSeptember 22, 2020The app was shut down on or before August 19, 2022.[127]
North DakotaCare19 AlertAugust 13, 2020[128]
PennsylvaniaCOVID Alert PASeptember 24, 2020Based on COVID Tracker Ireland.
UtahUT Exposure NotificationsFebruary 16, 2021[129]
VirginiaCOVIDWiseAugust 5, 2020
WashingtonWA NotifyNovember 30, 2020[130] [131]
WisconsinWI Exposure NotificationDecember 23, 2020[132]
WyomingCare19 AlertAugust 14, 2020[133]
Coronavirus UYJune 15, 2020[134]

Alternatives

Some countries, such as France, have pursued centralized approaches to digital contact tracing, in order to maintain records of personal information that can be used to assist in investigating cases.[135] The French government asked Apple in April 2020 to allow apps to perform Bluetooth operations in the background, which would allow the government to create its own system independent of Exposure Notification.[136]

On August 9, the Canadian province of Alberta announced plans to migrate to the EN-based COVID Alert from its BlueTrace-based ABTraceTogether app.[137] [138] This did not occur, and on November 6 Premier of Alberta Jason Kenney announced that the province would not do so, arguing that ABTraceTogether was "from our view, simply a better and more effective public health tool", and that they would be required to phase out ABTraceTogether if they did switch.[139] British Columbia has also declined to adopt COVID Alert, with provincial health officer Bonnie Henry stating that COVID Alert was too "non-specific".

Australia's officials have stated its COVIDSafe, which is based on Singapore's BlueTrace, will not be shifting from manual intervention.[140] [141]

In the United States, states such as California and Massachusetts declined to use the technology, opting for manual contact tracing.[142] California later reversed course and adopted the system in December 2020.

Chinese vendor Huawei (which cannot include Google software on its current Android products due to U.S. sanctions) added a OS-level DP-3T API known as "Contact Shield" to its Huawei Mobile Services stack in June 2020, which the company states is intended to be interoperable with Exposure Notification.[143]

External links

Notes and References

  1. Web site: Things You Should Know About Bluetooth Range. Sponås. Jon Gunnar. blog.nordicsemi.com. en-gb. 2020-04-12.
  2. Web site: Google Apple Exposure Notifications. WeHealth.
  3. Digital exposure notification tools: A global landscape analysis. PLOS Digital Health. 2023 . 2. 9. 10.1371/journal.pdig.0000287. free . 10473497 . Nebeker . C. . Kareem . D. . Yong . A. . Kunowski . R. . Malekinejad . M. . Aronoff-Spencer . E. . e0000287 . 37656671 .
  4. Web site: Apple and Google are launching a joint COVID-19 tracing tool for iOS and Android . . 10 April 2020 . en-US . 2020-04-10 . 2020-05-22 . https://web.archive.org/web/20200522033457/http://techcrunch.com/2020/04/10/apple-and-google-are-launching-a-joint-covid-19-tracing-tool/ . live .
  5. Web site: Apple and Google are building coronavirus tracking tech into iOS and Android . . 2020-04-10 . Sherr . Ian . Richard . Nieva . 2020-04-10 . live . https://web.archive.org/web/20200410202158/https://www.cnet.com/news/apple-and-google-are-building-coronavirus-tracking-tech-into-ios-and-android/ . 2020-04-10.
  6. News: COVID-19 exposure notification settings begin to go live for iOS users with new update. TechCrunch. en-US. 2024-04-17.
  7. Web site: Miller. Chance. 2020-12-14. Apple releases iOS 12.5 for older iPhones with support for COVID-19 exposure notifications. 2021-01-05. 9to5Mac. en-US.
  8. Web site: Apple and Google update joint coronavirus tracing tech to improve user privacy and developer flexibility. TechCrunch. 24 April 2020. en-US. 2020-04-26. 2021-06-04. https://web.archive.org/web/20210604040434/https://techcrunch.com/2020/04/24/apple-and-google-update-joint-coronavirus-tracing-tech-to-improve-user-privacy-and-developer-flexibility/. live.
  9. Web site: How a handful of Apple and Google employees came together to help health officials trace coronavirus. Farr. Christina. 2020-04-28. CNBC. en. 2020-04-29.
  10. Web site: 2020-04-06. Private Contact Tracing Protocols Compared: DP-3T and CEN. Zcash Foundation. en.
  11. Web site: Coronalert: A Distributed Privacy-Friendly Contact Tracing App for Belgium : Corona App Task Force Version 1.2. 5 August 2020. Esat.kuleuven.be. 27 June 2022.
  12. Web site: Want the COVID-19 tracing app to work properly? Keep your iPhone charged. Bogle. technology reporter Ariel. 2020-04-26. ABC News. en-AU. 2020-04-26.
  13. Web site: BlueTrace: A privacy-preserving protocol for community-driven contact tracing across borders. Jason Bay, Joel Kek, Alvin Tan, Chai Sheng Hau, Lai Yongquan, Janice Tan, Tang Anh Quy. Government Technology Agency. 12 April 2020.
  14. Web site: How COVIDsafe app tracks people 1.5m from you. Chronicle. en. 2020-04-26. https://web.archive.org/web/20200503151407/https://www.thechronicle.com.au/news/first-look-at-coronavirus-tracing-app/4002858/. 2020-05-03. dead.
  15. News: ACLU Comment On Apple/Google COVID-19 Contact Tracing Effort . 2020-04-22 . ACLU . 2020 . en.
  16. Web site: Apple and Google's new contact tracing tool is almost ready. Just don't call it a contact tracing tool.. Morrison. Sara. 2020-04-24. Vox. en. 2020-04-27.
  17. Web site: Android Contact Tracing API. 2020-04-10. Blog.google. 2020-05-08.
  18. Web site: Apple and Google update joint coronavirus tracing tech to improve user privacy and developer flexibility. TechCrunch. 24 April 2020. en-US. 2020-04-27. 2021-06-04. https://web.archive.org/web/20210604040434/https://techcrunch.com/2020/04/24/apple-and-google-update-joint-coronavirus-tracing-tech-to-improve-user-privacy-and-developer-flexibility/. live.
  19. Web site: Exposure Notifications verification server. 2020-09-01. Google Developers. en.
  20. Web site: Exposure Notification Frequently Asked Questions Preliminary — Subject to Modification and Extension. 2020-05-01. Apple. 2020-05-08. 2020-05-06. https://web.archive.org/web/20200506015327/https://covid19-static.cdn-apple.com/applications/covid19/current/static/contact-tracing/pdf/ExposureNotification-FAQv1.1.pdf. dead.
  21. Is Apple and Google's Covid-19 Contact Tracing a Privacy Risk?. Wired. 2020-04-18. en. 1059-1028.
  22. Web site: April 2020. Contact Tracing - Cryptography Specification. 2020-06-14.
  23. Web site: Exposure Notification - Cryptography Specification. April 2020. Apple. 2020-05-22.
  24. Web site: Apple and Google update joint coronavirus tracing tech to improve user privacy and developer flexibility. TechCrunch. 24 April 2020. en-US. 2020-05-21. 2021-06-04. https://web.archive.org/web/20210604040434/https://techcrunch.com/2020/04/24/apple-and-google-update-joint-coronavirus-tracing-tech-to-improve-user-privacy-and-developer-flexibility/. live.
  25. Web site: Why countries keep bowing to Apple and Google's contact tracing app requirements. Newton. Casey. 2020-05-08. The Verge. en. 2020-05-21.
  26. Web site: Apple, Google announce new privacy features for coronavirus tracking tech. Sherr. Ian. CNET. en. 2020-05-21.
  27. News: Apple and Google release sample code, UI and detailed policies for COVID-19 exposure-notification apps. 2020-09-01. TechCrunch. en-US.
  28. Web site: Newton. Casey. 2020-04-14. Apple and Google have a clever way of encouraging people to install contact-tracing apps for COVID-19. 2020-04-15. The Verge. en.
  29. Web site: Apple and Google's COVID-19 Exposure Notification API: Questions and Answers. Gebhart. Bennett Cyphers and Gennie. 2020-04-28. Electronic Frontier Foundation. en. 2020-05-21.
  30. News: Drozdiak. Natalia. 16 April 2020. Google, Apple Covid-19 Tracking Tech Faces EU Scrutiny. Bloomberg.com.
  31. Web site: ICO. 17 April 2020. Apple and Google joint initiative on COVID-19 contact tracing technology. Information Commissioner's Office.
  32. Web site: Bohn . Dieter . 2020-04-13 . Android phones will get the COVID-19 tracking updates via Google Play . 2020-04-16 . The Verge . en.
  33. Web site: 2020-05-25 . Apple And Google's Contact Tracing Software Won't Work On Some Huawei Devices . 2020-10-07 . Gizmodo Australia . en-AU.
  34. Web site: Gartenberg. Chaim. 2020-04-14. Here's how Apple and Google will track the coronavirus with Bluetooth. 2020-09-01. The Verge. en.
  35. Web site: Miller . Chance . 2020-12-14 . Apple releases iOS 12.5 for older iPhones with support for COVID-19 exposure notifications . 2020-12-14 . 9to5Mac . en-US.
  36. Web site: Brandom. Russell. 2020-09-01. Apple and Google announce new automatic app system to track COVID exposures. 2020-09-01. The Verge. en.
  37. Web site: Exposure Notifications: End of year update. 11 December 2020.
  38. Web site: Archived copy . 2020-04-27 . 2020-04-26 . https://web.archive.org/web/20200426210251/https://covid19-static.cdn-apple.com/applications/covid19/current/static/contact-tracing/pdf/ExposureNotification-FAQv1.0.pdf . dead .
  39. News: NHS Covid-19 app update blocked for breaking Apple and Google's rules. BBC News.
  40. Web site: Amadeo. Ron. 2021-06-21. Even creepier COVID tracking: Google silently pushed app to users' phones [Updated]]. 2021-06-22. Ars Technica. en-us.
  41. Web site: Google and Apple unite to help countries like Australia fix their contact tracing apps. 2020-05-21. ABC News. en-AU. 2020-05-21.
  42. Web site: Switzerland, Austria align with 'Gapple' on corona contact tracing. 2020-04-22. Reuters. en. 2020-05-06.
  43. News: 2020-04-26. Germany flips to Apple-Google approach on smartphone contact tracing. en. Reuters. 2020-04-26.
  44. News: HSE Covid-19 tracing app data will be stored on individual devices. 2020-04-29. The Irish Times. 2020-05-06. en.
  45. Web site: Is it Safe? THE IMMUNI APP Digital Surveillance during the Coronavirus Pandemic. 2020-05-01. Byline Times / La Stampa. 2020-05-06. en.
  46. Web site: Five questions we need answered about the government's coronavirus contact tracing app. 2020-04-16. ABC News. en-AU. 2020-05-21.
  47. Web site: 25 May 2020. SwissCovid App startet in die Pilotphase. SwissCovid app launched into pilot phase. 25 May 2020. de.
  48. News: Neville. Sarah. Bradshaw. Tim. Warrell. Helen. UK starts to build second contact tracing app. 8 May 2020. Financial Times. 8 May 2020.
  49. News: UK virus-tracing app switches to Apple-Google model. BBC News. 18 June 2020. 2020-06-18.
  50. Lovett. Tom. Briers. Mark. Charalambides. Marcos. Jersakova. Radka. Lomax. James. Holmes. Chris. 2020-07-09. Inferring proximity from Bluetooth Low Energy RSSI with Unscented Kalman Smoothers. eess.SP. 2007.05057.
  51. Web site: Updates to the algorithm underlying the NHS COVID-19 app. 2021-06-30. The Alan Turing Institute. en.
  52. Web site: O'Halloran. Joe. July 31, 2020. UK contact-tracing app to be launched 'shortly' as Northern Ireland deploys service. 2020-07-31. Computer Weekly. en.
  53. Wymant. Chris. Ferretti. Luca. Tsallis. Daphne. Charalambides. Marcos. Abeler-Dörner. Lucie. Bonsall. David. Hinch. Robert. Kendall. Michelle. Milsom. Luke. Ayres. Matthew. Holmes. Chris. 2021-06-17. The epidemiological impact of the NHS COVID-19 app. Nature. en. 594. 7863. 408–412. 10.1038/s41586-021-03606-z. 33979832. 2021Natur.594..408W. 234484448. 0028-0836. free.
  54. Web site: 2020-07-23. Here's a first look at the government's 'COVID Alert' contact tracing app. 2020-07-24. MobileSyrup. en.
  55. Web site: 2021-05-27 . Was Canada's COVID Alert app a hit or a miss? . 2022-05-07 . CTV News . en.
  56. Web site: Nardi . Christopher . With low uptake, Canada 'gave up' on its COVID Alert app months ago, Newfoundland and Labrador health minister reveals in live update . 2022-05-07 . SaltWire Network . en.
  57. Web site: Turnbull . Sarah . 2021-12-30 . COVID Alert app still active, but rarely used to record positive tests . live . https://web.archive.org/web/20211230201100/https://www.ctvnews.ca/health/coronavirus/covid-alert-app-still-active-but-rarely-used-to-record-positive-tests-1.5723556 . 2021-12-30 . 2022-01-02 . . en.
  58. Web site: UA testing app to trace COVID-19 cases on campus. 2020-05-28. KOLD News 13. en. 2020-05-28.
  59. Web site: Online apps likely to play a big role in rebooting UA campus for fall semester. 2020-05-28. Github. en. 2020-05-28.
  60. Web site: 2020-08-18. UArizona and Covid Watch Launch COVID-19 Exposure Notification App. 2020-08-20. University of Arizona News. en.
  61. Web site: Covid Watch Arizona. 2020-08-20. App Store. en-us.
  62. Web site: Covid Watch Arizona - Apps on Google Play. 2020-08-20. play.google.com. en.
  63. Web site: 2020-07-17. Bringing COVID-19 exposure notification to the public health community. 2020-09-01. APHL Lab Blog. en-US.
  64. Web site: Walsh. Lauren. 2020-08-03. COVID-19 testing, monitoring system GuideSafe launches. 2020-08-05. ABC 33/40.
  65. Web site: 2020-08-03. Alabama launches contact tracing app based on Google-Apple API. 2020-08-06. StateScoop. en.
  66. Web site: Virginia Set To Release COVIDWISE App To Public This Week. 2020-08-05. VPM.org. 2 August 2020 . en.
  67. Web site: Wetsman. Nicole. 2020-08-05. Apple and Google's COVID-19 tracking system will make its full US debut in new Virginia app. 2020-08-05. The Verge. en.
  68. News: Virginia Unveils App To Aid Contact Tracing. 2020-08-06. NPR.org. en.
  69. Web site: ND launches Care19 Alert app to help reduce spread of COVID-19. 2020-09-01. minotdailynews.com. en-US.
  70. News: 2020-08-14. Three more U.S. states launching coronavirus exposure warning apps. en. Reuters. 2020-09-01.
  71. Web site: Goodin-Smith. Ellie Rushing, Oona. Contact tracing app tells Pennsylvanians if they've been exposed to coronavirus. 2020-10-07. Philadelphia Inquirer. 23 September 2020 . en-US.
  72. Web site: Gorey. Colm. 2020-10-02. NearForm contact-tracing apps launched in New York and New Jersey. 2020-10-07. Silicon Republic. en.
  73. Web site: NIPH starts work on a new solution for digital contact tracing. 2020-11-17. Norwegian Institute of Public Health. en. https://web.archive.org/web/20210301004351/https://www.fhi.no/en/news/2020/niph-starts-work-on-a-new-solution-for-digital-contact-tracing/. 2021-03-01. dead.
  74. News: 2020-10-21. Uden konkurrence: Netcompany vinder ordren på en ny norsk smittestop-app. 2020-11-17. Computerworld. da.
  75. Web site: 2020-11-24. The WeHealth Bermuda App Is Now Live. 2023-03-08. Wehealth News. en-US.
  76. Web site: 2020-11-24 . Wehealth Bermuda on the Play Store . 2023-03-08 . Google Play Store . en-US.
  77. Web site: 2020-11-24 . Wehealth Bermuda on the App Store . 2023-03-08 . Apple App Store . en-US.
  78. Web site: Rotes Kreuz: Stopp Corona-App: Das Update für den automatischen Handshake ist da . 2020-08-22 . 2020-10-23 . https://web.archive.org/web/20201023022619/https://www.roteskreuz.at/news/datum/2020/06/26/stopp-corona-app-das-update-fuer-den-automatischen-handshake-ist-da/ . dead .
  79. News: Aplicativo Coronavírus-SUS vai alertar contatos próximos de pacientes com Covid-19 . 31 July 2020 . pt-br . Ministério da Saúde . 31 July 2020.
  80. News: Coronalert", l'application de traçage belge devrait être disponible dès ce mois de septembre . 27 September 2020 . fr-be . RTBF . 3 September 2020.
  81. Web site: COVID Alert app now operational in Saskatchewan. 2020-09-18. 650 CKOM. en.
  82. Web site: 2020-07-31. New COVID-19 notification app rolls out in Ontario. 2020-07-31. CBC News. en.
  83. Web site: 2020-10-06. Few provinces still resisting COVID Alert app as new features under consideration. 2020-10-07. CBC News.
  84. Web site: eRouška – chráním sebe, chráním tebe . erouska.cz . 18 September 2020 . cs.
  85. News: Kůžel . Filip . Lutonský . Marek . eRouška 2.0: Co to je, jak se používá a proč se nemusíte bát o soukromí . 19 September 2020 . MobilMania.cz . cs.
  86. Web site: 2020-06-25. Smittestop appen downloadet tæt på en halv million gange på den første uge. Ministry of Health (Denmark). da. 2020-06-26. 2020-06-28. https://web.archive.org/web/20200628232725/http://sundhedsministeriet.dk/Aktuelt/Nyheder/Coronavirus/2020/Juni/Smittestop-appen-downloadet-taet-paa-en-halv-million-gange-paa-den-foerste-uge.aspx. dead.
  87. News: The Estonian coronavirus mobile application HOIA is now available for download . 2021-09-08 . en . Estonian Ministry of Social Affairs . 2020-08-20.
  88. News: First peek: Finland's Covid-19 contact tracing app . 11 August 2020 . en . Yle NEWS . 11 August 2020.
  89. Web site: Bundesregierung. Corona-Warn-App. 2020-06-16. de.
  90. Web site: Beat Covid Gibraltar App - 409/2020 . HM Government of Gibraltar . 18 June 2020.
  91. Web site: Þórhallsson . Markús Þ . 2021-05-12 . Uppfærslan auðveldar rakningu þegar tengsl eru óþekkt - RÚV.is . 2023-03-06 . RÚV.
  92. Web site: Nearly 40% of Icelanders are using a covid app—and it hasn't helped much . 2023-03-06 . MIT Technology Review . en.
  93. News: Coronavirus: HSE reports 725,000 downloads of new contact-tracing app since launch. The Irish Times. Martin. Wall. Ciara. O'Brien. Mark. Hilliard. 7 July 2020. 9 July 2020.
  94. News: Covid-19: Tracing app is released for NI . BBC News . 30 July 2020 . 31 July 2020.
  95. News: 1 June 2020. Italy launches COVID-19 contact-tracing app amid privacy concerns. Reuters. 3 June 2020.
  96. Web site: Byford. Sam. 2020-06-19. Japan rolls out Microsoft-developed COVID-19 contact tracing app. 2020-06-20. The Verge. en.
  97. Web site: Jersey. States of. Government of Jersey. 2020-10-07. Gov.je. en.
  98. Web site: Latvian 'Stop Covid' app first of its kind in the world. 2020-05-20. Lsm.lv. en.
  99. Web site: moph. Moph.gov.lb. 27 June 2022.
  100. Web site: Stop the spread of the coronavirus, download . Coronamelder.nl.
  101. Web site: Bluetooth tracing. Health.govt.nz. 15 August 2023 .
  102. News: Ranada. Pia. 2 April 2021. StaySafe to use Google Apple Exposure Notifications for contact tracing. Rappler. 27 June 2021.
  103. News: 9 June 2020. Ministerstwo cyfryzacji uruchomilo aplikacje protego safe do sledzenia koronawirusa. pl. Wirtualna Polska. 9 June 2020.
  104. News: App portuguesa de rastreio à Covid-19 já está disponível em Android e iOS . pt. 28 August 2020. 29 August 2020. Observador.
  105. Web site: Download the app – Every COVID Alert SA app download means more lives saved in SA. 2020-09-19. SAcoronavirus.co.za. September 2020. en.
  106. Web site: Pérez. Enrique. 2020-06-30. Probamos Radar COVID: así funciona la aplicación de rastreo de contactos que usaremos en España. 2020-07-28. Xataka. es.
  107. Web site: 2021-05-03. 臺灣社交距離App . Taiwan Centers for Disease Control. 2021-05-03.
  108. Web site: 2022-04-26. วิธีเปิดการแจ้งเตือนการสัมผัสเชื้อโควิด-19 บน iPhone. iMod. 2022-04-27.
  109. News: 24 September 2020. NHS Covid-19 app: England and Wales get smartphone contact tracing for over-16s. en. BBC. 24 September 2020.
  110. News: Scotland's new tracing app: What you need to know about Protect Scotland . BBC News . 10 September 2020 . 11 September 2020.
  111. Web site: Alaska ENX University of Alaska Anchorage University of Alaska Anchorage . 2022-03-28 . Uaa.alaska.edu.
  112. Web site: 2020-12-29. CA Notify app offers COVID-19 exposure alerts for Stanford community. 2021-01-13. The Stanford Daily.
  113. Web site: 2020-12-15. More than 6 million have signed up for California's COVID-19 alert system. 2021-01-13. San Diego Union-Tribune. en-US.
  114. Web site: CO Exposure Notifications. Addyourphone.com. 27 June 2022.
  115. Web site: COVID-19 Exposure Notifications Now Available on Your Phone. 2020-11-17. NBC Connecticut. 12 November 2020 . en-US.
  116. Web site: In response to third COVID surge, Louisiana launches COVID Defense | La Dept. of Health. Ldh.la.gov. 27 June 2022.
  117. Web site: COVID Defense - Louisiana's Smartphone App. Coviddefensela.com. 27 June 2022.
  118. Web site: Maryland Department of Health launches MD COVID Alert. 2020-11-10. health.maryland.gov.
  119. Web site: Wetsman. Nicole. 2021-06-21. Massachusetts' COVID-19 exposure notification app auto-installed on Android phones. 2021-06-21. The Verge. en.
  120. Web site: Spartans Respond with MI COVID Alert. 2020-11-10. msu.edu.
  121. Coronavirus - MDHHS and DTMB Roll Out COVID-19 Exposure Alert App Statewide. 2020-11-10. Michigan.gov. https://web.archive.org/web/20201110192015/https://www.michigan.gov/coronavirus/0,9753,7-406-98158-544803--,00.html. 2020-11-10. dead.
  122. Web site: Shamus. Kristen Jordan. Michigan rolls out new app to alert people of COVID-19 exposure. 2020-11-10. Detroit Free Press. en-US.
  123. Web site: COVIDaware MN: Minnesota's free COVID-19 exposure notification app. 2020-11-26. mn.gov. en-US.
  124. Web site: Minnesota rolls out new app for COVID exposure alerts. 2020-11-26. Mprnews.org. 23 November 2020 . en-US.
  125. Web site: COVID-19 Exposure Notifications system launches for university community. 2021-08-24. medicine.wustl.edu. 29 July 2021. en-US.
  126. Web site: MO/Notify. 2021-08-24. play.google.com. en-US. https://web.archive.org/web/20210825030755/https://play.google.com/store/apps/details?id=gov.mo.covid19.exposurenotifications. 2021-08-25. dead.
  127. Web site: SlowCOVIDNC app NC COVID-19 . dead . https://web.archive.org/web/20220819183424/https://covid19.ncdhhs.gov/about-covid-19/slow-spread/slowcovidnc-app . 2022-08-19 . 2022-10-18 .
  128. Web site: North Dakota announces launch of Care19 Alert app to help reduce spread of COVID-19 as students return. 2020-08-13. ND Office of the Governor.
  129. Web site: Google/Apple Exposure Notification Express Launches in Utah. 2021-02-17. UT Department of Health.
  130. Web site: WA Notify system goes live with COVID exposure notifications for iPhone and Android users in Washington state. 2020-11-30 . The Seattle Times.
  131. Web site: Washington Exposure Notifications - WA Notify. 2020-11-30. 2020-11-30. Washington State Department of Health.
  132. COVID-19 Contact Tracing App Launches in Wisconsin. 2020-12-23. Wisconsin Department of Health Services. https://web.archive.org/web/20201223230635/https://www.dhs.wisconsin.gov/news/releases/122320.htm. 2020-12-23. dead.
  133. Web site: Care19 Contact Tracing Apps. Wyoming COVID-19 Information. https://web.archive.org/web/20200814201651/https://covid19.wyo.gov/care19-app. 2020-08-14. dead.
  134. News: Información sobre aplicación Coronavirus UY . 15 June 2020 . es . gub.uy . 15 June 2020.
  135. News: Kelion. Leo. 2020-05-20. Apple and Google's Covid-19 'watershed moment'. en-GB. BBC News. 2020-05-21.
  136. News: Fouquet. Helene. 20 April 2020. France Says Apple Bluetooth Policy Is Blocking Virus Tracker. 27 April 2020. Bloomberg.com.
  137. Web site: Alberta to adopt national COVID-19 tracing app. 2020-08-09. Edmonton Journal. en-CA.
  138. Web site: Alberta's contact-tracing app only works on iOS when phone is unlocked, app running in foreground. 2020-08-09. Global News. en-US.
  139. Web site: Franklin. Michael. 2020-11-06. Alberta will not adopt national COVID-19 Alert app: Kenney. 2020-11-17. CTV News Calgary. en.
  140. Web site: Grubb. Ben. 2020-06-28. 'There's no way we're shifting': Australia rules out Apple-Google coronavirus tracing method. 2020-09-23. The Sydney Morning Herald. en.
  141. Web site: Apple/Google privacy preserving COVID-19 contact tracing. · Issue #10 · AU-COVIDSafe/mobile-ios. 2020-09-23. GitHub. en.
  142. Health Officials Say 'No Thanks' to Contact-Tracing Tech . Volgelstein . Fred . Knight . Will . 2020-05-08 . Wired . en . 2020-05-10.
  143. Web site: 2020-06-08. Huawei releases its "Contact Shield" API for COVID-19 contact tracing. 2020-10-07. xda-developers. en-US.