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A Hybrid Architecture (CO-CONNECT) to Facilitate Rapid Discovery and Access to Data Across the United Kingdom in Response to the COVID-19 Pandemic: Development Study

BACKGROUND: COVID-19 data have been generated across the United Kingdom as a by-product of clinical care and public health provision, as well as numerous bespoke and repurposed research endeavors. Analysis of these data has underpinned the United Kingdom’s response to the pandemic, and informed publ...

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Autores principales: Jefferson, Emily, Cole, Christian, Mumtaz, Shahzad, Cox, Samuel, Giles, Thomas Charles, Adejumo, Sam, Urwin, Esmond, Lea, Daniel, Macdonald, Calum, Best, Joseph, Masood, Erum, Milligan, Gordon, Johnston, Jenny, Horban, Scott, Birced, Ipek, Hall, Christopher, Jackson, Aaron S, Collins, Clare, Rising, Sam, Dodsley, Charlotte, Hampton, Jill, Hadfield, Andrew, Santos, Roberto, Tarr, Simon, Panagi, Vasiliki, Lavagna, Joseph, Jackson, Tracy, Chuter, Antony, Beggs, Jillian, Martinez-Queipo, Magdalena, Ward, Helen, von Ziegenweidt, Julie, Burns, Frances, Martin, Joanne, Sebire, Neil, Morris, Carole, Bradley, Declan, Baxter, Rob, Ahonen-Bishopp, Anni, Smith, Paul, Shoemark, Amelia, Valdes, Ana M, Ollivere, Benjamin, Manisty, Charlotte, Eyre, David, Gallant, Stephanie, Joy, George, McAuley, Andrew, Connell, David, Northstone, Kate, Jeffery, Katie, Di Angelantonio, Emanuele, McMahon, Amy, Walker, Mat, Semple, Malcolm Gracie, Sims, Jessica Mai, Lawrence, Emma, Davies, Bethan, Baillie, John Kenneth, Tang, Ming, Leeming, Gary, Power, Linda, Breeze, Thomas, Murray, Duncan, Orton, Chris, Pierce, Iain, Hall, Ian, Ladhani, Shamez, Gillson, Natalie, Whitaker, Matthew, Shallcross, Laura, Seymour, David, Varma, Susheel, Reilly, Gerry, Morris, Andrew, Hopkins, Susan, Sheikh, Aziz, Quinlan, Philip
Formato: Online Artículo Texto
Lenguaje:English
Publicado: JMIR Publications 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9822177/
https://www.ncbi.nlm.nih.gov/pubmed/36322788
http://dx.doi.org/10.2196/40035
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author Jefferson, Emily
Cole, Christian
Mumtaz, Shahzad
Cox, Samuel
Giles, Thomas Charles
Adejumo, Sam
Urwin, Esmond
Lea, Daniel
Macdonald, Calum
Best, Joseph
Masood, Erum
Milligan, Gordon
Johnston, Jenny
Horban, Scott
Birced, Ipek
Hall, Christopher
Jackson, Aaron S
Collins, Clare
Rising, Sam
Dodsley, Charlotte
Hampton, Jill
Hadfield, Andrew
Santos, Roberto
Tarr, Simon
Panagi, Vasiliki
Lavagna, Joseph
Jackson, Tracy
Chuter, Antony
Beggs, Jillian
Martinez-Queipo, Magdalena
Ward, Helen
von Ziegenweidt, Julie
Burns, Frances
Martin, Joanne
Sebire, Neil
Morris, Carole
Bradley, Declan
Baxter, Rob
Ahonen-Bishopp, Anni
Smith, Paul
Shoemark, Amelia
Valdes, Ana M
Ollivere, Benjamin
Manisty, Charlotte
Eyre, David
Gallant, Stephanie
Joy, George
McAuley, Andrew
Connell, David
Northstone, Kate
Jeffery, Katie
Di Angelantonio, Emanuele
McMahon, Amy
Walker, Mat
Semple, Malcolm Gracie
Sims, Jessica Mai
Lawrence, Emma
Davies, Bethan
Baillie, John Kenneth
Tang, Ming
Leeming, Gary
Power, Linda
Breeze, Thomas
Murray, Duncan
Orton, Chris
Pierce, Iain
Hall, Ian
Ladhani, Shamez
Gillson, Natalie
Whitaker, Matthew
Shallcross, Laura
Seymour, David
Varma, Susheel
Reilly, Gerry
Morris, Andrew
Hopkins, Susan
Sheikh, Aziz
Quinlan, Philip
author_facet Jefferson, Emily
Cole, Christian
Mumtaz, Shahzad
Cox, Samuel
Giles, Thomas Charles
Adejumo, Sam
Urwin, Esmond
Lea, Daniel
Macdonald, Calum
Best, Joseph
Masood, Erum
Milligan, Gordon
Johnston, Jenny
Horban, Scott
Birced, Ipek
Hall, Christopher
Jackson, Aaron S
Collins, Clare
Rising, Sam
Dodsley, Charlotte
Hampton, Jill
Hadfield, Andrew
Santos, Roberto
Tarr, Simon
Panagi, Vasiliki
Lavagna, Joseph
Jackson, Tracy
Chuter, Antony
Beggs, Jillian
Martinez-Queipo, Magdalena
Ward, Helen
von Ziegenweidt, Julie
Burns, Frances
Martin, Joanne
Sebire, Neil
Morris, Carole
Bradley, Declan
Baxter, Rob
Ahonen-Bishopp, Anni
Smith, Paul
Shoemark, Amelia
Valdes, Ana M
Ollivere, Benjamin
Manisty, Charlotte
Eyre, David
Gallant, Stephanie
Joy, George
McAuley, Andrew
Connell, David
Northstone, Kate
Jeffery, Katie
Di Angelantonio, Emanuele
McMahon, Amy
Walker, Mat
Semple, Malcolm Gracie
Sims, Jessica Mai
Lawrence, Emma
Davies, Bethan
Baillie, John Kenneth
Tang, Ming
Leeming, Gary
Power, Linda
Breeze, Thomas
Murray, Duncan
Orton, Chris
Pierce, Iain
Hall, Ian
Ladhani, Shamez
Gillson, Natalie
Whitaker, Matthew
Shallcross, Laura
Seymour, David
Varma, Susheel
Reilly, Gerry
Morris, Andrew
Hopkins, Susan
Sheikh, Aziz
Quinlan, Philip
author_sort Jefferson, Emily
collection PubMed
description BACKGROUND: COVID-19 data have been generated across the United Kingdom as a by-product of clinical care and public health provision, as well as numerous bespoke and repurposed research endeavors. Analysis of these data has underpinned the United Kingdom’s response to the pandemic, and informed public health policies and clinical guidelines. However, these data are held by different organizations, and this fragmented landscape has presented challenges for public health agencies and researchers as they struggle to find relevant data to access and interrogate the data they need to inform the pandemic response at pace. OBJECTIVE: We aimed to transform UK COVID-19 diagnostic data sets to be findable, accessible, interoperable, and reusable (FAIR). METHODS: A federated infrastructure model (COVID - Curated and Open Analysis and Research Platform [CO-CONNECT]) was rapidly built to enable the automated and reproducible mapping of health data partners’ pseudonymized data to the Observational Medical Outcomes Partnership Common Data Model without the need for any data to leave the data controllers’ secure environments, and to support federated cohort discovery queries and meta-analysis. RESULTS: A total of 56 data sets from 19 organizations are being connected to the federated network. The data include research cohorts and COVID-19 data collected through routine health care provision linked to longitudinal health care records and demographics. The infrastructure is live, supporting aggregate-level querying of data across the United Kingdom. CONCLUSIONS: CO-CONNECT was developed by a multidisciplinary team. It enables rapid COVID-19 data discovery and instantaneous meta-analysis across data sources, and it is researching streamlined data extraction for use in a Trusted Research Environment for research and public health analysis. CO-CONNECT has the potential to make UK health data more interconnected and better able to answer national-level research questions while maintaining patient confidentiality and local governance procedures.
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spelling pubmed-98221772023-01-07 A Hybrid Architecture (CO-CONNECT) to Facilitate Rapid Discovery and Access to Data Across the United Kingdom in Response to the COVID-19 Pandemic: Development Study Jefferson, Emily Cole, Christian Mumtaz, Shahzad Cox, Samuel Giles, Thomas Charles Adejumo, Sam Urwin, Esmond Lea, Daniel Macdonald, Calum Best, Joseph Masood, Erum Milligan, Gordon Johnston, Jenny Horban, Scott Birced, Ipek Hall, Christopher Jackson, Aaron S Collins, Clare Rising, Sam Dodsley, Charlotte Hampton, Jill Hadfield, Andrew Santos, Roberto Tarr, Simon Panagi, Vasiliki Lavagna, Joseph Jackson, Tracy Chuter, Antony Beggs, Jillian Martinez-Queipo, Magdalena Ward, Helen von Ziegenweidt, Julie Burns, Frances Martin, Joanne Sebire, Neil Morris, Carole Bradley, Declan Baxter, Rob Ahonen-Bishopp, Anni Smith, Paul Shoemark, Amelia Valdes, Ana M Ollivere, Benjamin Manisty, Charlotte Eyre, David Gallant, Stephanie Joy, George McAuley, Andrew Connell, David Northstone, Kate Jeffery, Katie Di Angelantonio, Emanuele McMahon, Amy Walker, Mat Semple, Malcolm Gracie Sims, Jessica Mai Lawrence, Emma Davies, Bethan Baillie, John Kenneth Tang, Ming Leeming, Gary Power, Linda Breeze, Thomas Murray, Duncan Orton, Chris Pierce, Iain Hall, Ian Ladhani, Shamez Gillson, Natalie Whitaker, Matthew Shallcross, Laura Seymour, David Varma, Susheel Reilly, Gerry Morris, Andrew Hopkins, Susan Sheikh, Aziz Quinlan, Philip J Med Internet Res Original Paper BACKGROUND: COVID-19 data have been generated across the United Kingdom as a by-product of clinical care and public health provision, as well as numerous bespoke and repurposed research endeavors. Analysis of these data has underpinned the United Kingdom’s response to the pandemic, and informed public health policies and clinical guidelines. However, these data are held by different organizations, and this fragmented landscape has presented challenges for public health agencies and researchers as they struggle to find relevant data to access and interrogate the data they need to inform the pandemic response at pace. OBJECTIVE: We aimed to transform UK COVID-19 diagnostic data sets to be findable, accessible, interoperable, and reusable (FAIR). METHODS: A federated infrastructure model (COVID - Curated and Open Analysis and Research Platform [CO-CONNECT]) was rapidly built to enable the automated and reproducible mapping of health data partners’ pseudonymized data to the Observational Medical Outcomes Partnership Common Data Model without the need for any data to leave the data controllers’ secure environments, and to support federated cohort discovery queries and meta-analysis. RESULTS: A total of 56 data sets from 19 organizations are being connected to the federated network. The data include research cohorts and COVID-19 data collected through routine health care provision linked to longitudinal health care records and demographics. The infrastructure is live, supporting aggregate-level querying of data across the United Kingdom. CONCLUSIONS: CO-CONNECT was developed by a multidisciplinary team. It enables rapid COVID-19 data discovery and instantaneous meta-analysis across data sources, and it is researching streamlined data extraction for use in a Trusted Research Environment for research and public health analysis. CO-CONNECT has the potential to make UK health data more interconnected and better able to answer national-level research questions while maintaining patient confidentiality and local governance procedures. JMIR Publications 2022-12-27 /pmc/articles/PMC9822177/ /pubmed/36322788 http://dx.doi.org/10.2196/40035 Text en ©Emily Jefferson, Christian Cole, Shahzad Mumtaz, Samuel Cox, Thomas Charles Giles, Sam Adejumo, Esmond Urwin, Daniel Lea, Calum Macdonald, Joseph Best, Erum Masood, Gordon Milligan, Jenny Johnston, Scott Horban, Ipek Birced, Christopher Hall, Aaron S Jackson, Clare Collins, Sam Rising, Charlotte Dodsley, Jill Hampton, Andrew Hadfield, Roberto Santos, Simon Tarr, Vasiliki Panagi, Joseph Lavagna, Tracy Jackson, Antony Chuter, Jillian Beggs, Magdalena Martinez-Queipo, Helen Ward, Julie von Ziegenweidt, Frances Burns, Joanne Martin, Neil Sebire, Carole Morris, Declan Bradley, Rob Baxter, Anni Ahonen-Bishopp, Paul Smith, Amelia Shoemark, Ana M Valdes, Benjamin Ollivere, Charlotte Manisty, David Eyre, Stephanie Gallant, George Joy, Andrew McAuley, David Connell, Kate Northstone, Katie Jeffery, Emanuele Di Angelantonio, Amy McMahon, Mat Walker, Malcolm Gracie Semple, Jessica Mai Sims, Emma Lawrence, Bethan Davies, John Kenneth Baillie, Ming Tang, Gary Leeming, Linda Power, Thomas Breeze, Duncan Murray, Chris Orton, Iain Pierce, Ian Hall, Shamez Ladhani, Natalie Gillson, Matthew Whitaker, Laura Shallcross, David Seymour, Susheel Varma, Gerry Reilly, Andrew Morris, Susan Hopkins, Aziz Sheikh, Philip Quinlan. Originally published in the Journal of Medical Internet Research (https://www.jmir.org), 27.12.2022. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work, first published in the Journal of Medical Internet Research, is properly cited. The complete bibliographic information, a link to the original publication on https://www.jmir.org/, as well as this copyright and license information must be included.
spellingShingle Original Paper
Jefferson, Emily
Cole, Christian
Mumtaz, Shahzad
Cox, Samuel
Giles, Thomas Charles
Adejumo, Sam
Urwin, Esmond
Lea, Daniel
Macdonald, Calum
Best, Joseph
Masood, Erum
Milligan, Gordon
Johnston, Jenny
Horban, Scott
Birced, Ipek
Hall, Christopher
Jackson, Aaron S
Collins, Clare
Rising, Sam
Dodsley, Charlotte
Hampton, Jill
Hadfield, Andrew
Santos, Roberto
Tarr, Simon
Panagi, Vasiliki
Lavagna, Joseph
Jackson, Tracy
Chuter, Antony
Beggs, Jillian
Martinez-Queipo, Magdalena
Ward, Helen
von Ziegenweidt, Julie
Burns, Frances
Martin, Joanne
Sebire, Neil
Morris, Carole
Bradley, Declan
Baxter, Rob
Ahonen-Bishopp, Anni
Smith, Paul
Shoemark, Amelia
Valdes, Ana M
Ollivere, Benjamin
Manisty, Charlotte
Eyre, David
Gallant, Stephanie
Joy, George
McAuley, Andrew
Connell, David
Northstone, Kate
Jeffery, Katie
Di Angelantonio, Emanuele
McMahon, Amy
Walker, Mat
Semple, Malcolm Gracie
Sims, Jessica Mai
Lawrence, Emma
Davies, Bethan
Baillie, John Kenneth
Tang, Ming
Leeming, Gary
Power, Linda
Breeze, Thomas
Murray, Duncan
Orton, Chris
Pierce, Iain
Hall, Ian
Ladhani, Shamez
Gillson, Natalie
Whitaker, Matthew
Shallcross, Laura
Seymour, David
Varma, Susheel
Reilly, Gerry
Morris, Andrew
Hopkins, Susan
Sheikh, Aziz
Quinlan, Philip
A Hybrid Architecture (CO-CONNECT) to Facilitate Rapid Discovery and Access to Data Across the United Kingdom in Response to the COVID-19 Pandemic: Development Study
title A Hybrid Architecture (CO-CONNECT) to Facilitate Rapid Discovery and Access to Data Across the United Kingdom in Response to the COVID-19 Pandemic: Development Study
title_full A Hybrid Architecture (CO-CONNECT) to Facilitate Rapid Discovery and Access to Data Across the United Kingdom in Response to the COVID-19 Pandemic: Development Study
title_fullStr A Hybrid Architecture (CO-CONNECT) to Facilitate Rapid Discovery and Access to Data Across the United Kingdom in Response to the COVID-19 Pandemic: Development Study
title_full_unstemmed A Hybrid Architecture (CO-CONNECT) to Facilitate Rapid Discovery and Access to Data Across the United Kingdom in Response to the COVID-19 Pandemic: Development Study
title_short A Hybrid Architecture (CO-CONNECT) to Facilitate Rapid Discovery and Access to Data Across the United Kingdom in Response to the COVID-19 Pandemic: Development Study
title_sort hybrid architecture (co-connect) to facilitate rapid discovery and access to data across the united kingdom in response to the covid-19 pandemic: development study
topic Original Paper
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9822177/
https://www.ncbi.nlm.nih.gov/pubmed/36322788
http://dx.doi.org/10.2196/40035
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AT quinlanphilip ahybridarchitecturecoconnecttofacilitaterapiddiscoveryandaccesstodataacrosstheunitedkingdominresponsetothecovid19pandemicdevelopmentstudy
AT jeffersonemily hybridarchitecturecoconnecttofacilitaterapiddiscoveryandaccesstodataacrosstheunitedkingdominresponsetothecovid19pandemicdevelopmentstudy
AT colechristian hybridarchitecturecoconnecttofacilitaterapiddiscoveryandaccesstodataacrosstheunitedkingdominresponsetothecovid19pandemicdevelopmentstudy
AT mumtazshahzad hybridarchitecturecoconnecttofacilitaterapiddiscoveryandaccesstodataacrosstheunitedkingdominresponsetothecovid19pandemicdevelopmentstudy
AT coxsamuel hybridarchitecturecoconnecttofacilitaterapiddiscoveryandaccesstodataacrosstheunitedkingdominresponsetothecovid19pandemicdevelopmentstudy
AT gilesthomascharles hybridarchitecturecoconnecttofacilitaterapiddiscoveryandaccesstodataacrosstheunitedkingdominresponsetothecovid19pandemicdevelopmentstudy
AT adejumosam hybridarchitecturecoconnecttofacilitaterapiddiscoveryandaccesstodataacrosstheunitedkingdominresponsetothecovid19pandemicdevelopmentstudy
AT urwinesmond hybridarchitecturecoconnecttofacilitaterapiddiscoveryandaccesstodataacrosstheunitedkingdominresponsetothecovid19pandemicdevelopmentstudy
AT leadaniel hybridarchitecturecoconnecttofacilitaterapiddiscoveryandaccesstodataacrosstheunitedkingdominresponsetothecovid19pandemicdevelopmentstudy
AT macdonaldcalum hybridarchitecturecoconnecttofacilitaterapiddiscoveryandaccesstodataacrosstheunitedkingdominresponsetothecovid19pandemicdevelopmentstudy
AT bestjoseph hybridarchitecturecoconnecttofacilitaterapiddiscoveryandaccesstodataacrosstheunitedkingdominresponsetothecovid19pandemicdevelopmentstudy
AT masooderum hybridarchitecturecoconnecttofacilitaterapiddiscoveryandaccesstodataacrosstheunitedkingdominresponsetothecovid19pandemicdevelopmentstudy
AT milligangordon hybridarchitecturecoconnecttofacilitaterapiddiscoveryandaccesstodataacrosstheunitedkingdominresponsetothecovid19pandemicdevelopmentstudy
AT johnstonjenny hybridarchitecturecoconnecttofacilitaterapiddiscoveryandaccesstodataacrosstheunitedkingdominresponsetothecovid19pandemicdevelopmentstudy
AT horbanscott hybridarchitecturecoconnecttofacilitaterapiddiscoveryandaccesstodataacrosstheunitedkingdominresponsetothecovid19pandemicdevelopmentstudy
AT bircedipek hybridarchitecturecoconnecttofacilitaterapiddiscoveryandaccesstodataacrosstheunitedkingdominresponsetothecovid19pandemicdevelopmentstudy
AT hallchristopher hybridarchitecturecoconnecttofacilitaterapiddiscoveryandaccesstodataacrosstheunitedkingdominresponsetothecovid19pandemicdevelopmentstudy
AT jacksonaarons hybridarchitecturecoconnecttofacilitaterapiddiscoveryandaccesstodataacrosstheunitedkingdominresponsetothecovid19pandemicdevelopmentstudy
AT collinsclare hybridarchitecturecoconnecttofacilitaterapiddiscoveryandaccesstodataacrosstheunitedkingdominresponsetothecovid19pandemicdevelopmentstudy
AT risingsam hybridarchitecturecoconnecttofacilitaterapiddiscoveryandaccesstodataacrosstheunitedkingdominresponsetothecovid19pandemicdevelopmentstudy
AT dodsleycharlotte hybridarchitecturecoconnecttofacilitaterapiddiscoveryandaccesstodataacrosstheunitedkingdominresponsetothecovid19pandemicdevelopmentstudy
AT hamptonjill hybridarchitecturecoconnecttofacilitaterapiddiscoveryandaccesstodataacrosstheunitedkingdominresponsetothecovid19pandemicdevelopmentstudy
AT hadfieldandrew hybridarchitecturecoconnecttofacilitaterapiddiscoveryandaccesstodataacrosstheunitedkingdominresponsetothecovid19pandemicdevelopmentstudy
AT santosroberto hybridarchitecturecoconnecttofacilitaterapiddiscoveryandaccesstodataacrosstheunitedkingdominresponsetothecovid19pandemicdevelopmentstudy
AT tarrsimon hybridarchitecturecoconnecttofacilitaterapiddiscoveryandaccesstodataacrosstheunitedkingdominresponsetothecovid19pandemicdevelopmentstudy
AT panagivasiliki hybridarchitecturecoconnecttofacilitaterapiddiscoveryandaccesstodataacrosstheunitedkingdominresponsetothecovid19pandemicdevelopmentstudy
AT lavagnajoseph hybridarchitecturecoconnecttofacilitaterapiddiscoveryandaccesstodataacrosstheunitedkingdominresponsetothecovid19pandemicdevelopmentstudy
AT jacksontracy hybridarchitecturecoconnecttofacilitaterapiddiscoveryandaccesstodataacrosstheunitedkingdominresponsetothecovid19pandemicdevelopmentstudy
AT chuterantony hybridarchitecturecoconnecttofacilitaterapiddiscoveryandaccesstodataacrosstheunitedkingdominresponsetothecovid19pandemicdevelopmentstudy
AT beggsjillian hybridarchitecturecoconnecttofacilitaterapiddiscoveryandaccesstodataacrosstheunitedkingdominresponsetothecovid19pandemicdevelopmentstudy
AT martinezqueipomagdalena hybridarchitecturecoconnecttofacilitaterapiddiscoveryandaccesstodataacrosstheunitedkingdominresponsetothecovid19pandemicdevelopmentstudy
AT wardhelen hybridarchitecturecoconnecttofacilitaterapiddiscoveryandaccesstodataacrosstheunitedkingdominresponsetothecovid19pandemicdevelopmentstudy
AT vonziegenweidtjulie hybridarchitecturecoconnecttofacilitaterapiddiscoveryandaccesstodataacrosstheunitedkingdominresponsetothecovid19pandemicdevelopmentstudy
AT burnsfrances hybridarchitecturecoconnecttofacilitaterapiddiscoveryandaccesstodataacrosstheunitedkingdominresponsetothecovid19pandemicdevelopmentstudy
AT martinjoanne hybridarchitecturecoconnecttofacilitaterapiddiscoveryandaccesstodataacrosstheunitedkingdominresponsetothecovid19pandemicdevelopmentstudy
AT sebireneil hybridarchitecturecoconnecttofacilitaterapiddiscoveryandaccesstodataacrosstheunitedkingdominresponsetothecovid19pandemicdevelopmentstudy
AT morriscarole hybridarchitecturecoconnecttofacilitaterapiddiscoveryandaccesstodataacrosstheunitedkingdominresponsetothecovid19pandemicdevelopmentstudy
AT bradleydeclan hybridarchitecturecoconnecttofacilitaterapiddiscoveryandaccesstodataacrosstheunitedkingdominresponsetothecovid19pandemicdevelopmentstudy
AT baxterrob hybridarchitecturecoconnecttofacilitaterapiddiscoveryandaccesstodataacrosstheunitedkingdominresponsetothecovid19pandemicdevelopmentstudy
AT ahonenbishoppanni hybridarchitecturecoconnecttofacilitaterapiddiscoveryandaccesstodataacrosstheunitedkingdominresponsetothecovid19pandemicdevelopmentstudy
AT smithpaul hybridarchitecturecoconnecttofacilitaterapiddiscoveryandaccesstodataacrosstheunitedkingdominresponsetothecovid19pandemicdevelopmentstudy
AT shoemarkamelia hybridarchitecturecoconnecttofacilitaterapiddiscoveryandaccesstodataacrosstheunitedkingdominresponsetothecovid19pandemicdevelopmentstudy
AT valdesanam hybridarchitecturecoconnecttofacilitaterapiddiscoveryandaccesstodataacrosstheunitedkingdominresponsetothecovid19pandemicdevelopmentstudy
AT olliverebenjamin hybridarchitecturecoconnecttofacilitaterapiddiscoveryandaccesstodataacrosstheunitedkingdominresponsetothecovid19pandemicdevelopmentstudy
AT manistycharlotte hybridarchitecturecoconnecttofacilitaterapiddiscoveryandaccesstodataacrosstheunitedkingdominresponsetothecovid19pandemicdevelopmentstudy
AT eyredavid hybridarchitecturecoconnecttofacilitaterapiddiscoveryandaccesstodataacrosstheunitedkingdominresponsetothecovid19pandemicdevelopmentstudy
AT gallantstephanie hybridarchitecturecoconnecttofacilitaterapiddiscoveryandaccesstodataacrosstheunitedkingdominresponsetothecovid19pandemicdevelopmentstudy
AT joygeorge hybridarchitecturecoconnecttofacilitaterapiddiscoveryandaccesstodataacrosstheunitedkingdominresponsetothecovid19pandemicdevelopmentstudy
AT mcauleyandrew hybridarchitecturecoconnecttofacilitaterapiddiscoveryandaccesstodataacrosstheunitedkingdominresponsetothecovid19pandemicdevelopmentstudy
AT connelldavid hybridarchitecturecoconnecttofacilitaterapiddiscoveryandaccesstodataacrosstheunitedkingdominresponsetothecovid19pandemicdevelopmentstudy
AT northstonekate hybridarchitecturecoconnecttofacilitaterapiddiscoveryandaccesstodataacrosstheunitedkingdominresponsetothecovid19pandemicdevelopmentstudy
AT jefferykatie hybridarchitecturecoconnecttofacilitaterapiddiscoveryandaccesstodataacrosstheunitedkingdominresponsetothecovid19pandemicdevelopmentstudy
AT diangelantonioemanuele hybridarchitecturecoconnecttofacilitaterapiddiscoveryandaccesstodataacrosstheunitedkingdominresponsetothecovid19pandemicdevelopmentstudy
AT mcmahonamy hybridarchitecturecoconnecttofacilitaterapiddiscoveryandaccesstodataacrosstheunitedkingdominresponsetothecovid19pandemicdevelopmentstudy
AT walkermat hybridarchitecturecoconnecttofacilitaterapiddiscoveryandaccesstodataacrosstheunitedkingdominresponsetothecovid19pandemicdevelopmentstudy
AT semplemalcolmgracie hybridarchitecturecoconnecttofacilitaterapiddiscoveryandaccesstodataacrosstheunitedkingdominresponsetothecovid19pandemicdevelopmentstudy
AT simsjessicamai hybridarchitecturecoconnecttofacilitaterapiddiscoveryandaccesstodataacrosstheunitedkingdominresponsetothecovid19pandemicdevelopmentstudy
AT lawrenceemma hybridarchitecturecoconnecttofacilitaterapiddiscoveryandaccesstodataacrosstheunitedkingdominresponsetothecovid19pandemicdevelopmentstudy
AT daviesbethan hybridarchitecturecoconnecttofacilitaterapiddiscoveryandaccesstodataacrosstheunitedkingdominresponsetothecovid19pandemicdevelopmentstudy
AT bailliejohnkenneth hybridarchitecturecoconnecttofacilitaterapiddiscoveryandaccesstodataacrosstheunitedkingdominresponsetothecovid19pandemicdevelopmentstudy
AT tangming hybridarchitecturecoconnecttofacilitaterapiddiscoveryandaccesstodataacrosstheunitedkingdominresponsetothecovid19pandemicdevelopmentstudy
AT leeminggary hybridarchitecturecoconnecttofacilitaterapiddiscoveryandaccesstodataacrosstheunitedkingdominresponsetothecovid19pandemicdevelopmentstudy
AT powerlinda hybridarchitecturecoconnecttofacilitaterapiddiscoveryandaccesstodataacrosstheunitedkingdominresponsetothecovid19pandemicdevelopmentstudy
AT breezethomas hybridarchitecturecoconnecttofacilitaterapiddiscoveryandaccesstodataacrosstheunitedkingdominresponsetothecovid19pandemicdevelopmentstudy
AT murrayduncan hybridarchitecturecoconnecttofacilitaterapiddiscoveryandaccesstodataacrosstheunitedkingdominresponsetothecovid19pandemicdevelopmentstudy
AT ortonchris hybridarchitecturecoconnecttofacilitaterapiddiscoveryandaccesstodataacrosstheunitedkingdominresponsetothecovid19pandemicdevelopmentstudy
AT pierceiain hybridarchitecturecoconnecttofacilitaterapiddiscoveryandaccesstodataacrosstheunitedkingdominresponsetothecovid19pandemicdevelopmentstudy
AT hallian hybridarchitecturecoconnecttofacilitaterapiddiscoveryandaccesstodataacrosstheunitedkingdominresponsetothecovid19pandemicdevelopmentstudy
AT ladhanishamez hybridarchitecturecoconnecttofacilitaterapiddiscoveryandaccesstodataacrosstheunitedkingdominresponsetothecovid19pandemicdevelopmentstudy
AT gillsonnatalie hybridarchitecturecoconnecttofacilitaterapiddiscoveryandaccesstodataacrosstheunitedkingdominresponsetothecovid19pandemicdevelopmentstudy
AT whitakermatthew hybridarchitecturecoconnecttofacilitaterapiddiscoveryandaccesstodataacrosstheunitedkingdominresponsetothecovid19pandemicdevelopmentstudy
AT shallcrosslaura hybridarchitecturecoconnecttofacilitaterapiddiscoveryandaccesstodataacrosstheunitedkingdominresponsetothecovid19pandemicdevelopmentstudy
AT seymourdavid hybridarchitecturecoconnecttofacilitaterapiddiscoveryandaccesstodataacrosstheunitedkingdominresponsetothecovid19pandemicdevelopmentstudy
AT varmasusheel hybridarchitecturecoconnecttofacilitaterapiddiscoveryandaccesstodataacrosstheunitedkingdominresponsetothecovid19pandemicdevelopmentstudy
AT reillygerry hybridarchitecturecoconnecttofacilitaterapiddiscoveryandaccesstodataacrosstheunitedkingdominresponsetothecovid19pandemicdevelopmentstudy
AT morrisandrew hybridarchitecturecoconnecttofacilitaterapiddiscoveryandaccesstodataacrosstheunitedkingdominresponsetothecovid19pandemicdevelopmentstudy
AT hopkinssusan hybridarchitecturecoconnecttofacilitaterapiddiscoveryandaccesstodataacrosstheunitedkingdominresponsetothecovid19pandemicdevelopmentstudy
AT sheikhaziz hybridarchitecturecoconnecttofacilitaterapiddiscoveryandaccesstodataacrosstheunitedkingdominresponsetothecovid19pandemicdevelopmentstudy
AT quinlanphilip hybridarchitecturecoconnecttofacilitaterapiddiscoveryandaccesstodataacrosstheunitedkingdominresponsetothecovid19pandemicdevelopmentstudy