RCaz/eu-funding-proposals-sft huggingface dataset:
system: You are an expert grant writer specializing in European Union research funding proposals. You write compelling, well-structured proposal sections that demonstrate excellence, impact, and implementation quality, using precise EU terminology and following best practices for Horizon Europe, Horizon 2020, and earlier framework programmes.

user: Write clear, measurable objectives and define the scope for the project 'Data-Driven Circularity for Reused Photovoltaic Modules' (CIRCULARePV) under Horizon Europe.

assistant: **Objectives**

Solar photovoltaic (PV) has surpassed 1.4 TW globally in 2024, including 280 GW in Europe, becoming central to the energy transition. Yet by 2030, the EU alone will generate >0.16 Mt of PV waste annually, with nearly 18 Mt worldwide by 2050. Most decommissioned modules are still downcycled or landfilled, causing permanent losses of silicon, silver, copper, and glass, while undermining EU circular economy and net-zero goals. Reuse offers the highest environmental and socio-economic value, but current practice is constrained by fragmented protocols, limited field validation, and weak decision tools.CIRCULARePV, led by Dr. João Gabriel Bessa, and supervised by Prof. Ricardo Ruther (UFSC) and Prof. Eduardo Fernández (UJA) will create an integrated framework to enable reliable second-life PV deployment. The project will: (1) correlate field degradation with diagnostic markers and operating context; (2) establish a data-driven classification system using bootstrap sampling and neural networks to predict reuse potential under quantified uncertainty; and (3) assess application-specific deployment strategies for performance, affordability, and sustainability.The outgoing phase at UFSC (Brazil) provides large PV fleets and diagnostic expertise, while the return phase at UJA (Spain) contributes advanced neural modeling and circularity assessment. Together, they will deliver a science-based pathway to extend PV lifetime, reduce raw material imports and CO2 emissions, and strengthen Europe’s leadership in solar circularity.


**Keywords:** circular PV, PV reuse, second-life solar modules, reliability, artificial neural networks, machine learning
system: You are an expert grant writer specializing in European Union research funding proposals. You write compelling, well-structured proposal sections that demonstrate excellence, impact, and implementation quality, using precise EU terminology and following best practices for Horizon Europe, Horizon 2020, and earlier framework programmes.

user: Write a project proposal abstract for '3D Printed Vascular Model-on-Chip Platform with Automated Customization' to be submitted under Horizon 2020.

assistant: **Abstract**

Cardiovascular diseases cause over 14 million deaths worldwide each year, particularly in the form of heart attacks and strokes. Such diseases have been commonly studied by employing in vitro and in vivo models which are not able to completely recapitulate the human physiology/disease, therefore undermining the search for efficient new treatments. High resolution 3D printing has the potential to revolutionize the study of cardiovascular diseases by means of organ-on-chip approaches. Unlike conventional 2D wafer-based microfabrication techniques, 3D printing can generate truly 3D, organically shaped, highly accurate microfluidic replicas of blood vessels. These replicas can further be lined with cells and perfused with blood, disease-like events can be studied in detail, and therapeutic molecules can be tested. In this project, the potential of such methodology will be explored by developing a software tool that enables automated application-specific customization of the on-chip study platform and by utilizing more complex and biologically relevant materials in the devices' fabrication. The added value of the devices will be further testified by comparison with well-established protocols/methods in the study of angiogenesis, namely in high throughput screening settings. Finally, the commercial viability of such approach will also be assessed, and translation to market will be pursued.
system: You are an expert grant writer specializing in European Union research funding proposals. You write compelling, well-structured proposal sections that demonstrate excellence, impact, and implementation quality, using precise EU terminology and following best practices for Horizon Europe, Horizon 2020, and earlier framework programmes.

user: Write the concept and methodology overview for 'Structure based fold recognition using Dynamic Bayesian Networks' under Sixth Framework.

assistant: **Concept**

Structure Based Protein Fold Recognition Using Dynamic Bayesian Networks Today it remains impossible to predict the three-dimensional structure of a protein based on its amino acid sequence alone. The ability to predict protein structure from sequence would have great impact on crucial areas ranging from understanding protein function over protein design to drug development. To simplify the problem, fold recognition methods try to evaluate the possibility that a query sequence adopts any of the already known folds (the template folds). This is already extremely useful, since knowing that a sequence likely corresponds to a certain fold can e.g. lead to the elucidation of the protein's function. This can e.g. be used to perform gene annotation on a genomic scale. We propose to construct a novel structure based protein fold recognition method that uses a probabilistic description of protein structure using Dynamic Bayesian Networks (Dens), a machine learning method for which efficient methods exist to perform inference and parameter learning from data. This will allow us to construct probabilistic models that are in many ways more advanced than currently used techniques. In particular, we will develop Dens that represents local amino acid preference, local backbone structure, residue exposure and no local residue-residue contacts of a 'general' protein structure. These probabilistic models can then be used to evaluate the fit between a given sequence family superimposed on a specific structure, le. As a scoring function in a fold recognition method.
system: You are an expert grant writer specializing in European Union research funding proposals. You write compelling, well-structured proposal sections that demonstrate excellence, impact, and implementation quality, using precise EU terminology and following best practices for Horizon Europe, Horizon 2020, and earlier framework programmes.

user: Compose the 'Concept and Approach' section for a Horizon Europe proposal on 'Resilient Trust- Trusted SMEs for Sustainable Growth of Europeans Economical Backbone to Strengthen the Digital Sovereignty'.

assistant: **Concept**

The internet of things (IoT) is promising as it drives the datafication of our everyday life and thus, leverages synergies between originally considered “dead” things and enables them to proactively serve humans. IoT leads to a high automation potential with which we improve the life of billions of people and compensate for societal problems such as a growingly old population, missing high-skilled labour across Europe or the efficiency limits in current production capabilities. IoT5.0, an Artificial Intelligence (AI) -assisted Internet of Things, could even more benefit society, as the devices could even learn how to provide more value. But the ubiquitous connectivity comes at a cost. Security levels have to rise tremendously to ensure a network stays secure and safe for humans. This additional effort often is a burden for small and medium sized enterprises as the complexity and security demands of such systems rise faster than available resources. This is especially dangerous as a single corrupted, malicious device can result in the exploitation of the entire network of connected devices by an attacker. Consequently, RESILIENT TRUST focuses on end-to-end security of IoT processing chains with a focus on strong exploitation for SMEs. This vision will be realized by developing specialized hardware to establish TRUST in-between a network and a wall of RESILIENCE even against new attack methods such as post quantum attacks and AI based attacks. The architecture of the secure processing chain will be carefully built after threat modelling, asset identification, risk analysis, security objectives and requirements definition. Consequently, RESILIENT TRUST will address and significantly mitigate these major risks to enable IoT5.0. That way this project will be a driver for sus
system: You are an expert grant writer specializing in European Union research funding proposals. You write compelling, well-structured proposal sections that demonstrate excellence, impact, and implementation quality, using precise EU terminology and following best practices for Horizon Europe, Horizon 2020, and earlier framework programmes.

user: Write the concept and methodology overview for 'High efficiency iii-v based solar cell under concentrated sunlight : advanced concepts for mass production and low cost electricity (HAMLET)' under Fifth Framework.

assistant: **Concept**

The objective of the proposal to achieve the lower PV system cost (2 .5 ./WP for the installed system) than ever before, suitable for electricity mass production evening the short term. The strategy is to combine very high concentration with very high efficiency III-V compound semiconductor. The approach is to develop two parallel solar cell technologies: monolithic multifunction tandem cell and single junction GaAs solar cells (29% and 27%, respectively). Both, single and multi-junction cells will use an improved ultra-flat TIR-R concentrator, characterised by its high optical efficiency, and large acceptance angle with very uniform distribution of the light beam. Opt electronics highly automated standards techniques have been selected as the most appropriate for cell encapsulation and attachment to the necessary heat sink. Finally, pre-industrial prototypes with overall efficiency of 21% will be built in the framework of this proposal.
system: You are an expert grant writer specializing in European Union research funding proposals. You write compelling, well-structured proposal sections that demonstrate excellence, impact, and implementation quality, using precise EU terminology and following best practices for Horizon Europe, Horizon 2020, and earlier framework programmes.

user: Describe the novelty, innovation potential and advance beyond the state of the art for 'Silicon Spin Quantum Bits' (SISQ).

assistant: **Innovation**

The objective is realising the first silicon single-electron spin quantum bits, which will be a significant step towards the realization of the first generation quantum computers. Quantum computers are expected to dramatically outperform the largest classical supercomputers in solving specific important problems. Applications involve data encryption (for intrinsically secure communication), the efficient simulation of quantum systems (such as chemical reactions), and support in many emerging forms of artificial nanotechnology, and in our understanding of the nanomachinery of biological molecules.In this proposal CMOS-compatible silicon quantum dots (QDs) are used as hosts for electron spin quantum bits for future solid-state quantum information processing. We will use a unique design which incorporates a large number of independently controllable gates, resulting in an unprecedented degree of tunability in Si QDs. This architecture has allowed for single-electron QDs in silicon. Here, we aim at establishing Pauli spin blockade in the few-electron regime in double QD (DQD) systems, which will be used as detector for single-electron spin resonance. This will enable us to determine the single electron spin coherence time T2, which holds the promise to be extremely long in Si QDs.
system: You are an expert grant writer specializing in European Union research funding proposals. You write compelling, well-structured proposal sections that demonstrate excellence, impact, and implementation quality, using precise EU terminology and following best practices for Horizon Europe, Horizon 2020, and earlier framework programmes.

user: Compose the 'State of the Art and Innovation' section for a Horizon Europe proposal on 'Center for Digital Text Scholarship'.

assistant: **Innovation**

Rapidly expanding developments in computational methods and capacity in recent decades have significantly and sustainably changed the opportunities that Humanities disciplines have at their disposal to carry out effective investigations using text-based data. This subfield of Digital Humanities research is particularly relevant for linguistics, literary scholarship, folkloristics and history, and yet relevant modern methodologies for computational approaches to processing textual data for Humanities research are often practiced and taught in a fragmented, individualistic way. The very recent arrival of generative AI and LLMs promises even more opportunities, but these uncharted waters are still waiting for exploration and potential exploitation in the Humanities, especially concerning smaller, less-supported European languages. This ERA-Chair project will permanently improve this landscape in Europe by creating the Center for Digital Text Scholarship  DigiTS  as an interdisciplinary pocket of excellence at the University of Tartu in Estonia for applying cutting-edge computational methods in text-based Humanities research at the European periphery. Prof Maciej Eder, a renowned expert in expert in computer-assisted text analysis, will lead DigiTS and its international interdisciplinary team in carrying out world-class Humanities research using established and novel methods in neural networks and data analyses for exploring textual data. In addition, the team will teach the next generation of Estonian and other European Humanities scholars in these methods at BA, MA and PhD levels, and also consult DH researchers at all levels. Simultaneously, the center will promote the creation and application of LLMs for Estonian, as an exemplary smaller European language. These activit
system: You are an expert grant writer specializing in European Union research funding proposals. You write compelling, well-structured proposal sections that demonstrate excellence, impact, and implementation quality, using precise EU terminology and following best practices for Horizon Europe, Horizon 2020, and earlier framework programmes.

user: Draft an impact statement for 'Antarctic Ice Sheet Response to Past Warmer than Present climates', explaining its relevance to EU policy priorities under Horizon 2020.

assistant: **Impact**

The Fifth Assessment Report of the Intergovernmental Panel on Climate Change (IPCC), identified the future evolution of the Antarctic Ice Sheet, particularly of its portions grounded on land that is below current sea level (marine-based), as one of the most dramatic unknowns in global climate predictions, severely hampering reliable estimations of sea-level rise for coming decades and centuries. Our objective is to study geological records of past deglaciations to understand the processes, rates and drivers of marine-based East Antarctic Ice Sheet (EAIS) loss. Because our climate is evolving to global atmospheric CO2 concentrations higher than 400 ppm (already higher than during Mid-Pliocene Warm Period in average), we propose to study two end-members: the last deglaciation (Holocene), and two Pliocene deglaciations taking place under a range of climatic and oceanic conditions. With this innovative approach, we can better understand the processes, rates and drivers of marine-based EAIS loss under warmer than present climates, their contribution to global sea level rise, and to assess their biological impacts. We will use strategically located paleoclimate records collected in a depth transect (continental shelf-to-rise sediment cores) from the East Antarctic Wilkes Land margin during the Integrated Ocean Drilling Program Expedition 318. In addition to the work proposed for this project, we benefit from an exceptional pool of unpublished and published geological material from these cores, which will allow us to conduct a high-resolution multiproxy study of the proposed glacial terminations in the timeframe of this project. Boundary conditions from these records will be key to validate and test current ice sheet models, which at present are highly parametrised and critica
system: You are an expert grant writer specializing in European Union research funding proposals. You write compelling, well-structured proposal sections that demonstrate excellence, impact, and implementation quality, using precise EU terminology and following best practices for Horizon Europe, Horizon 2020, and earlier framework programmes.

user: Write the 'Expected Impact' section for the project 'Migration Policy in Multilevel Political Settings. City Network in Europe and North America' (MInMUS), addressing dissemination and exploitation.

assistant: **Impact**

MInMUS investigates why, how and with what effects City Networks (CNs henceforth) voluntarily mobilise to enhance cities’ capacity to promote innovative approaches to migration governance. It does so by examining four CNs in three multilevel political settings, i.e. the supranational EU system and federalist states of Canada and the United States. The ambition is to make an original and pathbreaking contribution to the theorisation of migration policymaking and of Multilevel Governance (MLG) more generally. To this end, I conceptualise MLG as a specific configuration of policymaking which challenges state-centred hierarchies (vertical dimension) and blurs state–society boundaries (horizontal dimension); yet, contrary to the prevailing normative approach underlying the literature, I adopt a critical perspective on ‘governance’, and I regard it as both the interactive processes that lead to the production and implementation of policy and as the sets of ideas and discourses that policy actors elaborate about these processes (in terms of cooperation, coordination, participation etc). Building on this approach, MInMUS will push forward the boundaries of research on the MLG of migration in three ways: 1) from the theoretical point of view MInMUS will take an actor-centred perspective with the goal of theorizing about the institutional and political mechanisms and factors that account for the emergence of CNs as instances of MLG policy arrangements (‘why’ questions); 2) from the empirical point of view MInMUS will fill a key gap in existing research by investigating how CNs mobilise on migration and with what effects; and 3) from the methodological point of view, MInMUS will provide an innovative and comprehensive approach to the study of CNs and MLG, which combines a comparat
system: You are an expert grant writer specializing in European Union research funding proposals. You write compelling, well-structured proposal sections that demonstrate excellence, impact, and implementation quality, using precise EU terminology and following best practices for Horizon Europe, Horizon 2020, and earlier framework programmes.

user: Write a project proposal abstract for 'Virtual Market place for Rural Tourism sales, development and ICT services and Applications' to be submitted under Fifth Framework.

assistant: **Abstract**

ICT developments are no less a threat to the Rural Tourism Micro Enterprise (RTME) sector than current trends in mergers in tourism products and sales channels and in increasing customer demands. VMART will develop an open, ICT-based European infrastructure for sales and development of RTME. Quality of information for trade and public buyers will be the strategy for system sustainability. The system will provide ICT applications for real time sales, for quality control, invoicing, feasibility studies, and promotional databases. It will elaborate brand concepts for RTME and provide a platform for promotion at European level. It will adapt booking and information applications to emerging WAP technology. The system will encourage broad uptake of ICT, encourage continuous improvements in quality, will provide statistical data for research, will disseminate expertise and is conceived as a profitable business enterprise in its own right.Objectives:1. To create an innovative, commercially sustainable European infrastructure for the Rural Tourism Micro Enterprise (RTME) sector that serves the public, the trade, research institutions, advisory services and policy makers;2. To forge a human interface between RTME providers and ICT and thus improve their competitiveness and pave the way for their use on WAP and other emerging technology in the next years;3. To raise the quality of electronic information on RTME products and thus open sales channels and expand markets;4. Create a range of ICT applications for RTME business including real time booking systems;5. Facilitate Europe-wide participation of national or regional RTME sales agents as strategic facilitators for linking the system to the sector.Work description:The project will advance in the following steps:1. VMART will sta
system: You are an expert grant writer specializing in European Union research funding proposals. You write compelling, well-structured proposal sections that demonstrate excellence, impact, and implementation quality, using precise EU terminology and following best practices for Horizon Europe, Horizon 2020, and earlier framework programmes.

user: Explain how 'The use of genetic profiling to guide prostate cancer targeted screening and cancer care' goes beyond current state-of-the-art under Seventh Framework.

assistant: **Innovation**

Prostate cancer is the commonest solid cancer in men in the European Community. There is evidence for genetic predisposition to the development of prostate cancer and our group has found the largest number of such genetic variants described to date worldwide. The next challenge is to harness these discoveries to advance the clinical care of populations and prostate cancer patients to improve screening and target treatments. This proposal, BARCODE, aims to be ground-breaking in this area. BARCODE has two components (1) to profile a population in England using the current 77 genetic variant profile and compare screening outcomes with those from population based screening studies to determine if genetics can target screening more effectively in this disease by identifying prostate cancer that more often needs treatment  and (2) genetically profiling men with prostate cancer in the uro-oncology clinic for a panel of genes which predict for worse outcome so that these men can be offered more intensive staging and  treatment within clinical trials.   This will use next generation sequencing technology using a barcoding system which we have developed to speed up throughput and reduce costs. The PI will spend 35% of her time on this project and she will not charge for her time spent on this grant as she is funded by The University of London UK. The research team at The Institute Of Cancer Research, London, UK is a multidisciplinary team which leads the field of genetic predisposition to prostate cancer and its clinical application and so is well placed to deliver on this research. This application will have a dramatic impact on other researchers as it is ground –breaking and state of the art  in its application of genetic findings to public health and cancer care. It will there