Trustworthy artificial intelligence (AI) tools to predict the risk of chronic non-communicable diseases and/or their progression
HORIZON Research and Innovation Actions
Basic Information
- Identifier
- HORIZON-HLTH-2022-STAYHLTH-01-04-two-stage
- Programme
- Staying healthy (Two stage - 2022)
- Programme Period
- 2021 - 2027
- Status
- Closed (31094503)
- Opening Date
- October 6, 2021
- Deadline
- February 1, 2022
- Deadline Model
- two-stage
- Budget
- €60,000,000
- Min Grant Amount
- €6,000,000
- Max Grant Amount
- €6,000,000
- Expected Number of Grants
- 10
- Keywords
- HORIZON-HLTH-2022-STAYHLTH-01-04-two-stageHORIZON-HLTH-2022-STAYHLTH-01-two-stageArtificial Intelligence & Decision supportChronic diseasesRisk assessment
Description
This topic aims at supporting activities that are enabling or contributing to one or several expected impacts of destination 1 “Staying healthy in a rapidly changing society”. To that end, proposals under this topic should aim for delivering results that are directed, tailored towards and contributing to all of the following expected outcomes.
- Clinicians, medical professionals and citizens have access to and use validated AI tools for disease risk assessment. Hence, citizens are better informed for managing their own health.
- Health care professionals utilise robust, trustworthy and privacy-preserving AI tools that help them to assess and predict the risk for and/or progression of chronic non-communicable diseases. Hence, citizens benefit from improved health outcomes.
- Health care professionals develop evidence-based recommendations and guidelines for the implementation of AI-based personalised prevention strategies. Hence, citizens benefit from optimized health care measures superior to the standard-of-care.
- Health care professionals employ quantitative indicators in order to identify and follow-up on individuals with high risk for the development and/or risk for the progression of chronic non-communicable diseases.
It is widely recognised that health systems must put more emphasis on prevention and adopt a person-centred approach. Artificial intelligence (AI) along with the increased availability of health data hold great potential to pave the way for personalised prevention and enable progress towards risk prediction and early detection of chronic non-communicable diseases.
This topic will support multidisciplinary research, build on broad stakeholder engagement and support proposals developing novel robust and trustworthy[1] AI tools to enable timely personalised prevention approaches for chronic non-communicable diseases/disorders. The topic does not exclude any diseases/disorders.
Proposals are expected to develop and test AI tools for assessing and predicting the risk of developing a disease and/or the risk of disease progression once it is diagnosed, taking into account the individuals’ (or groups) genotypes, phenotypes, life-style, occupational/environmental stressors and/or socio-economic and behavioural characteristics, as necessary. Sex and gender aspects should be considered, wherever relevant.
The AI tools may include a broad range of technological solutions on their own and/or in combination with other relevant state-of-the-art technologies (i.e. AI algorithms, mobile apps and sensors, robotics, e-health tools, telemedicine etc.)
Proposals should implement proof-of-concept studies to test and validate the performance of their AI tools in the real-world setting and compare their performance to the established practice.
The applicants should ensure that the AI tools developed are driven by relevant end-users/citizens/health care professionals needs. Therefore, the proposals are expected to introduce concrete measures for the involvement of the end-users throughout the AI development process and not only in the last phases of development. SME(s) participation is encouraged with the aim to strengthen the scientific and technological basis of SME(s) and valorise their innovations for the people’s benefit.
Proposals should address all of the following:
- Leverage existing high-quality health-relevant data from multiple sources (i.e. cohorts, electronic health records and registries, taking into account the individual’s genotypic/phenotypic, medical, life-style, socio-economic, behavioural data etc.) and/or generation of new high-quality health data necessary for the rigorous development of the AI disease-risk tools.
- Develop the adequate performance metrics to assess the technical robustness of the developed AI tools for risk assessment of disease and/or disease progression and in particular their accuracy, reliability, reproducibility and generalisability. Proposals should assess the possible inherent bias introduced to the AI tools originating from the data quality used for their development.
- Develop the criteria to assess the effectiveness of the AI tools for disease risk assessment in terms of improving health outcomes and enabling personalised prevention strategies.
- Implement proof of concept and/or feasibility studies to validate the AI tools for risk assessment of disease and/or disease progression in a relevant end-users environment and/or real-world setting and assess their performance in comparison to the standard-of-care.
Proposals should adhere to the FAIR[2] data principles and apply good practices for GDPR-compliant personal data protection. Proposals are encouraged to implement international standards and best practices used in the development of AI solutions.
Integration of ethics and health humanities perspectives to ensure an ethical approach to the development of AI solutions. In relation to the use and interpretation of data, special attention should be paid to systematically assess for gender and ethnic bias and/or discrimination when developing and using data-driven AI tools.
To ensure citizens’ trust, wide uptake by user communities and scalability of the solutions across clinical contexts, actions should promote the highest standards of transparency and openness of the AI tool, going well beyond documentation and extending to aspects such as assumptions, architecture, code and underlying data.
Applicants are highly encouraged to deliver a plan for the regulatory acceptability of their technologies and to interact at an early stage with the regulatory bodies, whenever relevant.
All projects funded under this topic are strongly encouraged to participate in networking and joint activities, as appropriate. These networking and joint activities could, for example, involve the participation in joint workshops, the exchange of knowledge, the development and adoption of best practices, or joint communication activities. This could also involve networking and joint activities with projects funded under other clusters and pillars of Horizon Europe, or other EU programmes, as appropriate. Therefore, proposals are expected to include a budget for the attendance to regular joint meetings and may consider to cover the costs of any other potential joint activities without the prerequisite to detail concrete joint activities at this stage. The details of these joint activities will be defined during the grant agreement preparation phase. In this regard, the Commission may take on the role of facilitator for networking and exchanges, including with relevant stakeholders, if appropriate.
[1] Ethics Guidelines for Trustworthy AI, published by the European Commission’s High Level Expert Group on Artificial Intelligence, https://ec.europa.eu/futurium/en/ai-alliance-consultation/guidelines#Top.
[2] FAIR data are data, which meet principles of findability, accessibility, interoperability, and reusability.
Destination & Scope
Calls for proposals under this destination are directed towards the Key Strategic Orientation KSO-D ‘Creating a more resilient, inclusive and democratic European society’ of Horizon Europe’s Strategic Plan 2021-2024. Research and innovation supported under this destination should contribute to the impact area ‘Good health and high-quality accessible health care’ and in particular to the following expected impact, set out in the Strategic Plan for the health cluster: ‘citizens of all ages stay healthy and independent in a rapidly changing society thanks to healthier lifestyles and behaviours, healthier diets, healthier environments, improved evidence-based health policies, and more effective solutions for health promotion and disease prevention’. In addition, research and innovation supported under this destination could also contribute to the following impact areas: ‘High quality digital services for all’, ‘Sustainable food systems from farm to fork on land and sea’, and ‘Climate change mitigation and adaptation’.
People´s health care needs are different, depending on their age, stage of life and socio-economic background. Their physical and mental health and well-being can be influenced by their individual situation as well as the broader societal context they are living in. Furthermore, health education and behaviour are important factors. Currently, more than 790 000 deaths per year in Europe are due to risk factors such as smoking, drinking, physical inactivity, and obesity. Upbringing, income, education levels, social and gender aspects also have an impact on health risks and how disease can be prevented. Moreover, people´s health can be impacted by a rapidly changing society, making it challenging to keep pace and find its way through new technological tools and societal changes, which both are increasing demands on the individual´s resilience. In order to leave no one behind, to reduce health inequalities and to support healthy and active lives for all, it is crucial to provide suitable and tailor-made solutions, including for people with specific needs.
In this work programme, destination 1 will focus on major societal challenges that are part of the European Commission’s political priorities, notably diet and health (obesity), ageing and demographic change, mental health, digital empowerment in health literacy, and personalised prevention. Research and innovation supported under this destination will provide new evidences, methodologies and tools for understanding the transition from health to disease. This will allow designing better strategies and personalised tools for preventing diseases and promoting health, including through social innovation approaches. Specific measures will also be developed to educate and empower citizens of all ages and throughout their life, to play an active role in the self-management of their own health and self-care, to the benefit of an active and healthy ageing. In 2022, it will also call for proposals for improving the availability and use of artificial intelligence (AI) tools to predict the risk for onset and progression of chronic diseases. Key to achieving the expected impacts is the availability and accessibility of health data from multiple sources, including real-world health data, which will require appropriate support by research and data infrastructures, AI-based solutions, and robust and transparent methodologies for analysis and reporting.
Dialogue and coordination between stakeholders and policy makers as well as integration across different settings will be needed to develop more effective cross-sectoral solutions for health promotion and disease prevention and deliver improved evidence-based health for all.
In view of increasing the impact of EU investments under Horizon Europe, the European Commission welcomes and supports cooperation between EU-funded projects to enable cross-fertilisation and other synergies. This could range from networking to joint activities such as the participation in joint workshops, the exchange of knowledge, the development and adoption of best practices, or joint communication activities. Opportunities for potential synergies exist between projects funded under the same topic but also between other projects funded under another topic, cluster or pillar of Horizon Europe (but also with ongoing projects funded under Horizon 2020). In particular, this could involve projects related to European health research infrastructures (under pillar I of Horizon Europe), the EIC strategic challenges on health and EIT-KIC Health (under pillar III of Horizon Europe), or in areas cutting across the health and other clusters (under pillar II of Horizon Europe). For instance, with cluster 2 “Culture, Creativity and Inclusive Society” such as on health inequalities, on other inequalities affecting health, or on citizens’ behaviour and engagement; with cluster 4 “Digital, Industry and Space” such as on digital tools, telemedicine or smart homes; with cluster 5 “Climate, Energy and Mobility” such as on urban health or on mitigating the impact of road traffic accidents and related injuries; with cluster 6 “Food, Bioeconomy, Natural Resources, Agriculture and Environment” such as on the role of nutrition for health (incl. human microbiome, mal- and over-nutrition, safe food), personalised diets (incl. food habits in general and childhood obesity in particular) and the impact of food-related environmental stressors on human health (incl. marketing and consumer habits).[1]
Expected impacts:
Proposals for topics under this destination should set out a credible pathway to contributing to staying healthy in a rapidly changing society, and more specifically to one or several of the following impacts:
- Citizens adopt healthier lifestyles and behaviours, make healthier choices and maintain longer a healthy, independent and active life with a reduced disease burden, including at old ages or in other vulnerable stages of life.
- Citizens are able and empowered to manage better their own physical and mental health and well-being, monitor their health, and interact with their doctors and health care providers.
- Citizens´ trust in knowledge-based health interventions and in guidance from health authorities is strengthened, including through improved health literacy (including at young ages), resulting in increased engagement in and adherence to effective strategies for health promotion, diseases prevention and treatment, including increased vaccination rates and patient safety.
Health policies and actions for health promotion and disease prevention are knowledge-based, people-centred and thus targeted and tailored to citizens' needs, and designed to reduce health inequalities.
[1] Strategic Plan 2021-2024 of Horizon Europe, Annex I, Table 2.
Eligibility & Conditions
General conditions
2. Eligible countries: described in Annex B of the Work Programme General Annexes.
A number of non-EU/non-Associated Countries that are not automatically eligible for funding have made specific provisions for making funding available for their participants in Horizon Europe projects. See the information in the Horizon Europe Programme Guide.
In recognition of the opening of the US National Institutes of Health’s programmes to European researchers, any legal entity established in the United States of America is eligible to receive Union funding to support its participation in projects funded under the Health cluster.
3. Other eligibility conditions: described in Annex B of the Work Programme General Annexes.
4. Financial and operational capacity and exclusion: described in Annex C of the Work Programme General Annexes.
Award criteria, scoring and thresholds are described in Annex D of the Work Programme General Annexes.
Submission and evaluation processes are described in Annex F of the Work Programme General Annexes and the Online Manual.
Indicative timeline for evaluation and grant agreement: described in Annex F of the Work Programme General Annexes.
6. Legal and financial set-up of the grants: described in Annex G of the Work Programme General Annexes.
Specific conditions
7. Specific conditions: described in the specific topic of the Work Programme.
Documents
Call documents:
Standard application form (HE RIA, IA) — call-specific application form is available in the Submission System
Standard application form (HE RIA, IA Stage 1) — call-specific application form is available in the Submission System
Standard evaluation form (HE RIA, IA) — will be used with the necessary adaptations
Standard evaluation form (HE RIA, IA Stage 1) — will be used with the necessary adaptations
HE General MGA v1.0
Essential Information for Clinical Studies
Additional documents:
HE Main Work Programme 2021–2022 – 1. General Introduction
HE Main Work Programme 2021–2022 – 4. Health
HE Main Work Programme 2021–2022 – 13. General Annexes
HE Programme Guide
EU Financial Regulation
Rules for Legal Entity Validation, LEAR Appointment and Financial Capacity Assessment
EU Grants AGA — Annotated Model Grant Agreement
Funding & Tenders Portal Online Manual
Funding & Tenders Portal Terms and Conditions
Funding & Tenders Portal Privacy Statement
Support & Resources
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Horizon Europe Programme Guidecontains the detailed guidance to the structure, budget and political priorities of Horizon Europe.
Funding & Tenders Portal FAQ – find the answers to most frequently asked questions on submission of proposals, evaluation and grant management.
Research Enquiry Service – ask questions about any aspect of European research in general and the EU Research Framework Programmes in particular.
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The European Charter for Researchers and the Code of Conduct for their recruitment– consult the general principles and requirements specifying the roles, responsibilities and entitlements of researchers, employers and funders of researchers.
Partner Search Services help you find a partner organisation for your proposal.
National Contact Points (NCP) – contact your NCP for further assistance.
Latest Updates
We recently informed the applicants about the evaluation results for their proposals submitted under this topic. The results of the evaluation are as follows:
- Number of proposals submitted (including proposals transferred from or to other calls): 28
- Number of inadmissible proposals: 0
- Number of ineligible proposals: 0
- Number of above-threshold proposals: 21
- Total budget requested for above-threshold proposals: 126.725.778,50 EUR
Second stage of call HORIZON-HLTH-2022-STAYHLTH-01-two-stage closed on 6 September 2022. 72 proposals have been submitted. The breakdown per topic is:
- HORIZON-HLTH-2022-STAYHLTH-01-01-two-stage: 26 proposals
- HORIZON-HLTH-2022-STAYHLTH-01-04-two-stage: 28 proposals
- HORIZON-HLTH-2022-STAYHLTH-01-05-two-stage: 18 proposals
Evaluation results are expected to be communicated on Friday 9 December 2022 at the earliest.
Second stage of call HORIZON-HLTH-2022-STAYHLTH-01-two-stage closed on 6 September 2022. 72 proposals have been submitted. The breakdown per topic is:
- HORIZON-HLTH-2022-STAYHLTH-01-01-two-stage: 26 proposals
- HORIZON-HLTH-2022-STAYHLTH-01-04-two-stage: 28 proposals
- HORIZON-HLTH-2022-STAYHLTH-01-05-two-stage: 18 proposals
Evaluation results are expected to be communicated on Friday 9 December 2022 at the earliest.
In order to best ensure equal treatment, successful stage 1 applicants do not receive the evaluation summary reports (ESRs) for their proposals, but this generalised feedback with information and tips for preparing the full proposal.
Information & tips
Main suggestions to stage 2 applicants:
- The proposal should address all the individual sub-criteria under in the appropriate section of the proposal. The methodology, inter-disciplinarily, current state of the art and – where relevant – use of AI should be clearly described.
- Where relevant, aspects such as robustness of co-design, stigmatisation, pilot data and other feasibility data should be addressed in a satisfactory level of detail.
- Overall impacts and how they can be reached should be clearly described.
- Where relevant, prevention of obesity evidence, primary prevention and secondary prevention should be considered - actions for people who are at greater risk than the average of becoming obese or timely prevention or how to implement the existing evidence.
- If your proposal contains clinical studies, please read carefully the definition and guidance on the template ‘Information on clinical studies' published on the call page in the Participant Portal (https://ec.europa.eu/info/funding-tenders/opportunities/docs/2021-2027/horizon/temp-form/af/information-on-clinical-studies_he_en.docx) and remember to upload the template filled in when submitting your proposal.
In your stage 2 proposal, you have a chance to address or clarify these issues. Please bear in mind that your full proposal will now be evaluated more in-depth and possibly by a new group of outside experts.
Please make sure that your full proposal is consistent with your short outline proposal. It may NOT differ substantially. The project must remain the same.
Please consult the "Call updates" section for generalised feedback after stage 1.
Evaluation results for the second stage are expected to be communicated on Friday 9 December 2022 at the earliest.
Evaluation results for the second stage are expected to be communicated on Friday 9 December 2022 at the earliest.
Topic specific evaluation results:
- Number of proposals submitted (including proposals transferred from or to other calls): 222
- Number of inadmissible proposals: 2
- Number of ineligible proposals: 2
- Number of above-threshold proposals: 29
- Total budget requested for above-threshold proposals: EUR 172,240,387
In accordance with General Annex D of the Work Programme, the evaluation of the first-stage proposals was made looking only at the criteria 'excellence' and 'impact'. The threshold for both individual criteria is 4.
The overall threshold applying to the sum of the two individual scores was set at a level that ensures the total requested budget of proposals admitted to stage 2 is as close as possible to three times the available budget, and not less than two and a half times the available budget, and is as follows:
- HORIZON-HLTH-2022-STAYHLTH-01-01-two-stage: Overall threshold applied is 8,0
- HORIZON-HLTH-2022-STAYHLTH-01-04-two-stage: Overall threshold applied is 9,5
- HORIZON-HLTH-2022-STAYHLTH-01-05-two-stage: Overall threshold applied is 8,5
The results of the evaluation are as follows:
- Number of proposals submitted (including proposals transferred from or to other calls): 412
- Number of inadmissible proposals: 4
- Number of ineligible proposals: 7
- Number of above-threshold proposals: 73
- Total budget requested for above-threshold proposals: EUR 518.265.699,2
In accordance with General Annex D of the Work Programme, the evaluation of the first-stage proposals was made looking only at the criteria 'excellence' and 'impact'. The threshold for both individual criteria is 4.
The overall threshold applying to the sum of the two individual scores was set at a level that ensures the total requested budget of proposals admitted to stage 2 is as close as possible to three times the available budget, and not less than two and a half times the available budget, and is as follows:
- HORIZON-HLTH-2022-STAYHLTH-01-01-two-stage: Overall threshold applied is 8,0
- HORIZON-HLTH-2022-STAYHLTH-01-04-two-stage: Overall threshold applied is 9,5
- HORIZON-HLTH-2022-STAYHLTH-01-05-two-stage: Overall threshold applied is 8,5
The results of the evaluation are as follows:
- Number of proposals submitted (including proposals transferred from or to other calls): 412
- Number of inadmissible proposals: 4
- Number of ineligible proposals: 7
- Number of above-threshold proposals: 73
- Total budget requested for above-threshold proposals: EUR 518.265.699,2
Call HORIZON-HLTH-2022-STAYHLTH-01-two-stage closed on 1 February 2022. 412 proposals have been submitted. The breakdown per topic is:
- HORIZON-HLTH-2022-STAYHLTH-01-01-two-stage: 110 proposals
- HORIZON-HLTH-2022-STAYHLTH-01-04-two-stage: 223 proposals
- HORIZON-HLTH-2022-STAYHLTH-01-05-two-stage: 79 proposals
Evaluation results are expected to be communicated on Friday 20 May 2022 at the earliest.
Call HORIZON-HLTH-2022-STAYHLTH-01-two-stage closed on 1 February 2022. 412 proposals have been submitted. The breakdown per topic is:
- HORIZON-HLTH-2022-STAYHLTH-01-01-two-stage: 110 proposals
- HORIZON-HLTH-2022-STAYHLTH-01-04-two-stage: 223 proposals
- HORIZON-HLTH-2022-STAYHLTH-01-05-two-stage: 79 proposals
Evaluation results are expected to be communicated on Friday 20 May 2022 at the earliest.