CO-CONNECT: COVID - Curated and Open aNalysis aNd rEsearCh plaTform

Lead Research Organisation: University of Nottingham
Department Name: School of Computer Science

Abstract

CO-CONNECT is a collaborative project and it has four CO-PIs: Jefferson (Dundee), Sheikh (Edinburgh), Hopkins (PHE) and Quinlan (Nottingham).

The current COVID-19 pandemic has caused hundreds of thousands of deaths, severely strained health systems and damaged economies across the world. At this time there is limited evidence that people who have recovered from COVID-19 and have antibodies are protected from a second infection and if so, how long that lasts. Understanding who is immune is vital to protect vulnerable individuals, to safely scale back population-based interventions and for managing disease transmission.
The data which can help us to answer these key questions have been collected across the UK by a range of research groups and within clinical primary and secondary care settings. As this is a new disease, the standards for antibody data capture are in their infancy so some of the details need to answer the key questions are not being captured systematically. The fragmented landscape of data means that it can be challenging for public health groups and researchers to find and access the high-quality data they need at pace.
We will:
- Standardise antibody data collection across the UK
- Configure an infrastructure which enables trustworthy, fast, de-identified, secure analysis of data sets from across multiple sources
- Answer key questions about immunity to COVID-19 and the implications for patient outcomes.

Technical Summary

CO-CONNECT is a collaborative project and it has four CO-PIs: Jefferson (Dundee), Sheikh (Edinburgh), Hopkins (PHE) and Quinlan (Nottingham).

The UK has rich, globally important COVID-19 datasets, including large serology cohort studies funded by UKRI, Wellcome, DHSC/NHS, NIHR and the devolved administrations. However, this breadth of data creates a risk of fragmentation, inconsistent structure and access processes, severely limiting utility, timeliness and impact.

Our vision is to transform UK COVID-19 diagnostic datasets to be Findable, Accessible, Interoperable and Reusable (FAIR) and couple this with expert data engineering, enabled by Health Data Research (HDR) UK, to catalyse responsible and trustworthy use of the data for research and innovation.

We propose to support PIs and data custodians to link COVID-19 cohort, serology and other health and non-health datasets. This longitudinal linkage is vital to derive new scientific insights and deliver informed decisions about how best to control the spread of SARS-CoV-2. At present there are >30 independent studies with no streamlined approach to linkage to other health and non-health related datasets, lack of data standardisation, and no strategic approach to synthesise analyses across studies.

SAGE (9th June) requested HDR to work with partners to develop the UK-wide serology and testing data research asset that is linkable to other data sources.

This proposal has been prepared in response to this request. We have bought together 41 leaders from 29 different organisations and 44 data sources to address a major data engineering challenge by building upon existing UKRI investments, including the HDR BREATHE Hub, to create a 'one-stop' service for trustworthy, multi-stakeholder utilisation of curated COVID-19 data for public, private and third sector benefit.

People

ORCID iD

Philip Quinlan (Principal Investigator)
Gerry Reilly (Co-Investigator) orcid http://orcid.org/0000-0003-1427-3598
Emma Lawrence (Co-Investigator)
Simon Thompson (Co-Investigator)
Susheel Varma (Co-Investigator)
Jessica Sims (Co-Investigator)
Daniel Morales (Co-Investigator)
Ian Hall (Co-Investigator)
Paul Elliott (Co-Investigator)
Andrew Morris (Co-Investigator)
Joanne Martin (Co-Investigator)
Louis Grandjean (Co-Investigator)
Katie Jeffery (Co-Investigator)
Neil Sebire (Co-Investigator)
David Seymour (Co-Investigator)
Shamez Ladhani (Co-Investigator)
Amir Gander (Co-Investigator)
John Kenneth Baillie (Co-Investigator) orcid http://orcid.org/0000-0001-5258-793X
Emily Jefferson (Co-Investigator) orcid http://orcid.org/0000-0003-2992-7582
Paul Moss (Co-Investigator)
Victoria Chico (Co-Investigator)
David Wells (Co-Investigator)
Declan Bradley (Co-Investigator)
John Danesh (Co-Investigator)
Jim McMenamin (Co-Investigator)
Susan Hopkins (Co-Investigator) orcid http://orcid.org/0000-0001-5179-5702
Malcolm Semple (Co-Investigator) orcid http://orcid.org/0000-0001-9700-0418
James Chalmers (Co-Investigator)
Benjamin Ollivere (Co-Investigator)
Ana Valdes (Co-Investigator) orcid http://orcid.org/0000-0003-1141-4471
David Ford (Co-Investigator)
Tim Gentry (Co-Investigator)
Nicholas Timpson (Co-Investigator) orcid http://orcid.org/0000-0002-7141-9189
Charlotte Manisty (Co-Investigator)
Ming Tang (Co-Investigator)
Emanuele Di Angelantonio (Co-Investigator)
Laura Shallcross (Co-Investigator)
Aziz Sheikh (Co-Investigator)
Roberto Santos (Researcher) orcid http://orcid.org/0000-0003-1333-2605
Tom Giles (Researcher) orcid http://orcid.org/0000-0003-1356-4289
 
Title CO-CONNECT explainer video 
Description Video to help explain the project to both data governance and Patient/Public teams. 
Type Of Art Film/Video/Animation 
Year Produced 2022 
Impact Helped to progress data governance queries. 
URL https://www.youtube.com/watch?v=dqZtWi6VGGo
 
Description Data on millions of individuals reside in the UKs national TREs and yet to find out what is available within them is challenging. It is possible to look at meta data that will tell you what fields and columns are present, but to understand if the volume of data you need for research, requires a lengthy process of applying to the TREs, for their staff to run a query, the output to be checked for anything disclosive and the answer given back to the researcher. That process could take months and the answer may be that there is nothing available. Therefore, we currently have a expensive, slow process that often leads to no research. This holds back both academic and commercial research.

Given the pressing demand that COVID-19 presented, the time was now to change this process and to bring automation, such that the answers were almost instantaneous. But unlike other attempts, we sought to do this based on open standards, team science and a collaborative endeavour across industry, academia, the publics and public health bodies to support multiple projects rather than simply a single project.

For all the datasets in CO-CONNECT we:
(1) Made them discoverable on the HDR UK Gateway, ensuring they are visible to all.
(2) Curated all data to a common international standard
(3) Installed software to facilitate live querying of data

This approach is now being adopted across international consortia.
Exploitation Route We have transformed the impression that confidential healthcare data can never be open, we are transforming the culture within national TREs such that they can see how data can be open to question and discovery without compromising on security, confidentiality and the trust of the public. This landmark change in how data can be discovered will have legacy well into the future and well beyond covid-19, it has transformed the state of the possible in under two years. Others may now try different technical approaches, but we have change the conversation from whether such a system could deliver transparency to how such systems could be used. Therefore, leaving a legacy for further innovation.
Sectors Healthcare

 
Description As well as on boarding many datasets, the CO-CONNECT project has built a lasting infrastructure legacy which will be taken forward by new projects (some already funded including HDR QQR2 core funds and Alleviate Data Hub). The lasting legacy includes: • A new secure architecture which has been approved by organisations hosting both unconsented and consented datasets - which can be enhanced and re-used o New processes for on-boarding new datasets o Open-source software to map datasets into OMOP o OpenAPIs to enhance and expand the functionality o WhiteRabbit accepted as software for profiling and producing meta-data on sensitive datasets o Acceptance of automated disclosure control o Federated analytics capability utilising the same architecture • The cohort discovery tool live within the HDR Gateway o Reduced time and effort for both researchers and data custodians to carry out feasibility queries across multiple datasets. o Data custodians are supported to promote their dataset and researchers can find out about data sets they otherwise would not have known about • Materials which can be used to on-board new datasets covering all diseases not just COVID o A range of explainer videos for data custodians and the general public to understand the solution, benefits and how we protect patient confidentiality. o Comprehensive documentation for use in data governance applications and for technical teams implementing the solution • Changed the conversation from WHY should we do cohort discovery/federated analytics to HOW should we.
First Year Of Impact 2022
Sector Healthcare
Impact Types Economic,Policy & public services

 
Description New Information Governance Framework for Federated Aggregate Level Queries on Unconsented Data
Geographic Reach National 
Policy Influence Type Contribution to new or Improved professional practice
Impact A new framework for researchers to discovery data relevant to their research across the UK.
 
Description Alleviate: Hub for Pain
Amount £2,032,575 (GBP)
Funding ID MR/W014335/1 
Organisation Medical Research Council (MRC) 
Sector Public
Country United Kingdom
Start 06/2021 
End 06/2024
 
Description BY-COVID
Amount € 12,000,000 (EUR)
Funding ID 101046203 
Organisation European Commission H2020 
Sector Public
Country Belgium
Start 06/2022 
End 09/2024
 
Description Guidelines and Resources for AI Model Access from TrusTEd Researchenvironments (GRAIMatter)
Amount £315,488 (GBP)
Funding ID MC_PC_21033 
Organisation Medical Research Council (MRC) 
Sector Public
Country United Kingdom
Start 01/2022 
End 08/2022
 
Description MICA - DEfining MechanIsms Shared across mulTI-organ FIbrosis to prevent the development of long-term multi-morbidity DEMISTIFI-Multi Morbidity
Amount £2,856,188 (GBP)
Funding ID MR/W014491/1 
Organisation Medical Research Council (MRC) 
Sector Public
Country United Kingdom
Start 11/2021 
End 10/2025
 
Description SATRE - Standardised Architecture for Trusted Research Environments
Amount £614,112 (GBP)
Organisation United Kingdom Research and Innovation 
Sector Public
Country United Kingdom
Start 01/2023 
End 10/2023
 
Description Semi-Automated Checking of Research Outputs (SACRO)
Amount £637,821 (GBP)
Organisation United Kingdom Research and Innovation 
Sector Public
Country United Kingdom
Start 01/2023 
End 10/2023
 
Description TRE-FX: Delivering a federated network of TREs to enable safe analytics
Amount £562,457 (GBP)
Organisation United Kingdom Research and Innovation 
Sector Public
Country United Kingdom
Start 01/2023 
End 10/2023
 
Description Trusted Research Environment and Enclave for Hosting Open Original Science Exploration (TREEHOOSE)
Amount £202,664 (GBP)
Funding ID MC_PC_21032 
Organisation Medical Research Council (MRC) 
Sector Public
Country United Kingdom
Start 01/2022 
End 08/2022
 
Title CARROT Mapper Database 
Description As part of the CARROT tool, there is a database of mapping rules to convert data to OMOP. This is held centrally and open to others to utilise for no charge. This enables faster data mapping over time. 
Type Of Material Database/Collection of data 
Year Produced 2022 
Provided To Others? Yes  
Impact Multiple datasets being mapped to OMOP 
 
Description Federated search across TREs 
Organisation Health Data Research UK
Country United Kingdom 
Sector Private 
PI Contribution We are supporting the roll out of the federated tool across the National Core Studies Data and Connectivity piece
Collaborator Contribution Project management and technical insight.
Impact None to date. Impact expected in 2021.
Start Year 2020
 
Description Health Data Research UK, National Core Studies Programme 
Organisation Health Data Research UK
Country United Kingdom 
Sector Private 
PI Contribution We are supporting the NCS programme with the roll out of the cohort discovery tooling that has been generated in CO-CONNECT.
Collaborator Contribution Supporting the work with the NCS partners.
Impact The development of the HDR UK Cohort Discovery tool: https://www.healthdatagateway.org/about/cohort-discovery
Start Year 2021
 
Description Royal Surrey NHS Foundation Trust 
Organisation Royal Surrey County Hospital NHS Foundation Trust
Country United Kingdom 
Sector Public 
PI Contribution Collaborated on building the National COVID-19 Chest Imaging Database (NCCID). This collaboration was highly successful and we then went on to collaborate on the National COVID-19 Chest Imaging Database (NCCID) Validation project
Collaborator Contribution Expertise in image data handling and infrastructures
Impact New funding for NCCID Validation project. A UK wide COVID imaging dataset for research and innovation. Talked about to the G7.
Start Year 2020
 
Title CO-CONNECT/co-connect-tools: 0.3.1 
Description No description provided. 
Type Of Technology Software 
Year Produced 2021 
Impact The primary functionality is used for performing ETL on health datasets, converting them to the OHDSI Common Data Model (CDM), via a command line interface. 
URL https://zenodo.org/record/5529834
 
Title HDR UK Cohort Discovery 
Description The system allows researchers to find cohorts of patients via an online platform. 
Type Of Technology Webtool/Application 
Year Produced 2021 
Impact It is now embedded within the HDR Innovation Gateway. 
URL https://www.healthdatagateway.org/about/cohort-discovery
 
Title Link lite 
Description An open source version of the BC Platforms link software 
Type Of Technology Software 
Year Produced 2020 
Open Source License? Yes  
Impact A POC for the HDR Innovation Gateway 
 
Title OMOP Mapping tool 
Description The platform allows rules to be generated to convert data from source to OMOP. 
Type Of Technology Webtool/Application 
Year Produced 2021 
Open Source License? Yes  
Impact It has helped mapped several datasets in the UK and is now being utilised across EU projects in BBMRI-ERIC 
URL https://github.com/CO-CONNECT/mapping-pipeline
 
Description CO-CONNECT End of Project Conference (organiser and speaker) 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Other audiences
Results and Impact An event to commemorate the end of the CO-CONNECT project.
Year(s) Of Engagement Activity 2022
URL https://co-connect.ac.uk/co-connect-draws-to-a-close/
 
Description CO-CONNECT Explainer Video 
Form Of Engagement Activity Engagement focused website, blog or social media channel
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Professional Practitioners
Results and Impact This video aims to support the Data Governance Teams, to describe the intentions of CO-CONNECT and to support the approvals process.
Year(s) Of Engagement Activity 2021
URL https://www.youtube.com/watch?v=68E3-GEwl-U
 
Description CO-CONNECT Explainer Videos (x3) 
Form Of Engagement Activity A broadcast e.g. TV/radio/film/podcast (other than news/press)
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Public/other audiences
Results and Impact Three explainer videos to describe the CO-CONNECT project, an overview of the work, one on finding data, and a final video on accessing and analysing data.
Year(s) Of Engagement Activity 2022
URL https://co-connect.ac.uk/overview/
 
Description CO-CONNECT Website 
Form Of Engagement Activity Engagement focused website, blog or social media channel
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Professional Practitioners
Results and Impact Our CO-CONNECT Website is a central communication tool to let our audiences aware of our project and activities. It has sparked interested from organisations not on the original grant to come forward and enquiry about onboarding their data into CO-CONNECT to make it discoverable to other groups of public health officials and the research community.
Year(s) Of Engagement Activity 2020
URL https://co-connect.ac.uk/
 
Description CO-CONNECT: Linking COVID-19 immunity data 
Form Of Engagement Activity Engagement focused website, blog or social media channel
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Professional Practitioners
Results and Impact .
Year(s) Of Engagement Activity 2021
URL https://www.hdruk.ac.uk/news/co-connect-linking-covid-19-immunity-data/
 
Description Cambridge Spark Lecture Series 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Industry/Business
Results and Impact Presentation: Overcoming the Challenges of Providing Access to Population Scale, Routinely Collected Health and Imaging Data for AI Development whilst Protecting Patient Confidentiality.
Year(s) Of Engagement Activity 2022
 
Description Data Partner Tracker Dashboard 
Form Of Engagement Activity Engagement focused website, blog or social media channel
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Professional Practitioners
Results and Impact Tracking the onboarding process of our Data Partners onto CO-CONNECT in this clear and transparent manor has increased engagement and communication across our partners, public engagement group, advisory steering group and funders.
Year(s) Of Engagement Activity 2021
URL https://ccdashboard-drs.azurewebsites.net/
 
Description Data Saves Lives: The Fight Against Covid-19 
Form Of Engagement Activity Engagement focused website, blog or social media channel
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Professional Practitioners
Results and Impact .
Year(s) Of Engagement Activity 2021
URL https://www.youtube.com/watch?v=CKuuY1LNv-0
 
Description Data Standardisation (OMOP) 
Form Of Engagement Activity Engagement focused website, blog or social media channel
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Professional Practitioners
Results and Impact CO-CONNECT Data Pipeline Part 2 Data Standardisation OMOP
Year(s) Of Engagement Activity 2021
URL https://www.youtube.com/watch?v=zP1UF_3U5Ic
 
Description Discovery Day Lecture: Data saves lives: the fight against COVID-19 
Form Of Engagement Activity A broadcast e.g. TV/radio/film/podcast (other than news/press)
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Public/other audiences
Results and Impact A lecture for the general public about our research.
Year(s) Of Engagement Activity 2021
URL https://www.youtube.com/watch?v=CKuuY1LNv-0
 
Description HDR UK Applied Analytics Seminar Series (speaker) 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Other audiences
Results and Impact Presentation on CO-CONNECT for the HDR UK Applied Analytics Seminar Series.
Year(s) Of Engagement Activity 2022
URL https://www.youtube.com/watch?v=XAOoDnf6sDY&list=PLBI5k9SgYrIvelTjAF-00FtVw_7JwISpg&index=15
 
Description HDR UK Community Meeting - Scotland (speaker) 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach Regional
Primary Audience Other audiences
Results and Impact Invited speaker to HDR UK Community Meeting (Scotland) - one of a series of meetings intended to build partnerships and collaborations across the health data research community. Presentation: The Technology Ecosystem, Phenomics and Prognostic Atlas.
Year(s) Of Engagement Activity 2022
 
Description HDR UK Infrastructure and Science Retreat (invited speaker) 
Form Of Engagement Activity A formal working group, expert panel or dialogue
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Other audiences
Results and Impact HDR UK strategic planning working group.
Year(s) Of Engagement Activity 2022
 
Description HDR UK Science and Infrastructure Delivery Group 
Form Of Engagement Activity A formal working group, expert panel or dialogue
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Professional Practitioners
Results and Impact .
Year(s) Of Engagement Activity 2021
 
Description HDR UK Technology Ecosystem Conference/Workshop (organiser and speaker) 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Other audiences
Results and Impact The purpose of the meeting was to kick off the Technology Ecosystem work as part of HDR UK 23-28 strategy, bringing together various overlapping initiatives to share knowledge and plan for how we will work together going forward.
Year(s) Of Engagement Activity 2023
 
Description HIC jointly leading new £4 million data project to accelerate COVID-19 research 
Form Of Engagement Activity Engagement focused website, blog or social media channel
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Professional Practitioners
Results and Impact .
Year(s) Of Engagement Activity 2020
URL https://www.dundee.ac.uk/stories/ps4-million-data-project-accelerate-covid-19-research
 
Description Input into HDR UK Data Standards Paper 
Form Of Engagement Activity A formal working group, expert panel or dialogue
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Professional Practitioners
Results and Impact Input into HDR UK Data Standards Paper
Year(s) Of Engagement Activity 2020
 
Description Input into HDR UK Trusted Research Environments Green Paper 
Form Of Engagement Activity A formal working group, expert panel or dialogue
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Professional Practitioners
Results and Impact Input into HDR UK Trusted Research Environments Green Paper.
Year(s) Of Engagement Activity 2020
URL https://ukhealthdata.org/wp-content/uploads/2020/07/200723-Alliance-Board_Paper-E_TRE-Green-Paper.pd...
 
Description Introduction to CO-CONNECT & HDR Innovation Gateway 
Form Of Engagement Activity Engagement focused website, blog or social media channel
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Professional Practitioners
Results and Impact The video describes the Data Pipeline. This video is Part One and gives an introduction to CO-CONNECT and the HDR Innovation Gateway.
Year(s) Of Engagement Activity 2021
URL https://www.youtube.com/watch?v=3pCAfO3Sy-o&t=23s
 
Description Invited Member of MRC Population Health Sciences Group (PHSG) 
Form Of Engagement Activity A formal working group, expert panel or dialogue
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Policymakers/politicians
Results and Impact Oversee population health sciences investment across MRC Boards and panels. Advise MRC Strategy Board, boards and panels on development and implementation of strategies and policies. Advise on strategic funding initiatives and partnership activities. Carry out gap analyses and horizon scanning.
Year(s) Of Engagement Activity 2020
 
Description Invited Speaker HDR UK Data Federation Initiatives, 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Other audiences
Results and Impact UK Health Data Research Alliance Symposium
Year(s) Of Engagement Activity 2020
 
Description Invited Speaker: EAVE II Steering Group 
Form Of Engagement Activity A formal working group, expert panel or dialogue
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Professional Practitioners
Results and Impact Invited Speaker: CO-CONNECT - COVID-Curated and Open aNalysis aNd rEsearCh platform
Year(s) Of Engagement Activity 2021
 
Description Invited Speaker: Exciting developments of HIC's Next Generation Safe Haven and new COVID research initiatives 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach Regional
Primary Audience Professional Practitioners
Results and Impact Public Health Scotland Research Talks
Year(s) Of Engagement Activity 2020
 
Description Invited speaker: Data and Intelligence Network 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Professional Practitioners
Results and Impact Invited Speaker - CO-CONNECT - COVID-Curated and Open aNalysis aNd rEsearCh platform
Year(s) Of Engagement Activity 2021
 
Description Mapping Rules 
Form Of Engagement Activity Engagement focused website, blog or social media channel
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Professional Practitioners
Results and Impact CO-CONNECT Data Pipeline Part 4 - Mapping Rules Generation using CO-CONNECT Mapping Tool
Year(s) Of Engagement Activity 2021
URL https://www.youtube.com/watch?v=rSkVqll_ah4
 
Description Overcoming the Challenges of Providing Access to Population Scale, Routinely Collected Health and Imaging Data for AI Development whilst Protecting Patient Confidentiality 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Industry/Business
Results and Impact Presentation to the AI summit in London covering the work of PICTURES, CO-CONNECT and GRAIMATTER
Year(s) Of Engagement Activity 2022
 
Description Panel contributor: Scotsman Life Sciences Conference; Realising the Covid-19 Legacy 
Form Of Engagement Activity A formal working group, expert panel or dialogue
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Professional Practitioners
Results and Impact Panel contributor: Data for the development and evaluation of healthcare innovation
Year(s) Of Engagement Activity 2021
 
Description Pre-Processing and Metadata 
Form Of Engagement Activity Engagement focused website, blog or social media channel
Part Of Official Scheme? No
Geographic Reach Regional
Primary Audience Professional Practitioners
Results and Impact CO-CONNECT Data Pipeline Part 3 Meta data and Pre Processing
Year(s) Of Engagement Activity 2021
URL https://www.youtube.com/watch?v=9kVrP_jhC_o&t=393s
 
Description Scottish Covid Data & Intelligence Network Delivery Group 
Form Of Engagement Activity A formal working group, expert panel or dialogue
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Policymakers/politicians
Results and Impact .Presentation on the CO-CONNECT Project
Year(s) Of Engagement Activity 2021
 
Description The AI Summit London (panel) 
Form Of Engagement Activity A formal working group, expert panel or dialogue
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Industry/Business
Results and Impact Expert panel speaker: The Landscape of AI Adoption in Medical Imaging - Challenges & Opportunities.
Year(s) Of Engagement Activity 2022
URL https://london.theaisummit.com/