reapxdev/zenodo-scraper huggingface dataset:
D12.1 Policy briefing RP1
Authors: Märkälä, Anu
Type: Report
Published: 2026-08-03
Keywords: FIDELIS, EOSC, Trustworthy Digital Repositories, FAIR, data, data management

<p class="p1">This policy brief enables EU-funded projects contributing to the advancement of the European Open Science Cloud (EOSC) to report on progress and provide input for further policy analysis and development by the European Commission. This policy brief should be understood as complementary to the other mandatory reporting materials. The document showcases how the FIDELIS<span class="s1">1</span> project contributes to the advancement of the European Open Science Cloud (EOSC)<span class="s1">2</span>. FIDELIS reports here on its progress during the first 18 months (January 2025-June 2026) of its lifetime in relation to the EOSC policy and EOSC strategic objectives.</p>
D8.1: Initial Reports on the Modules Developed
Authors: University of Florence, National Research Council, University of Mons, University of Galway
Type: Project deliverable
Published: 2025-10-30

<p>The deliverable D8.1 – Initial reports on the modules developed – describes the initial tools that have been defined and developed for debunking audio, text and image/video content. The outcome of this deliverable and of the related task T8.1 will serve as starting point for the final development of the Machine Learning based tools that will continue in T9.1.</p>
D6.4: First Report on the Process of Continuous Graph Adaptation
Authors: University of Mons, EUalive, National Research Council, Internews Ukraine, University of Florence, Utrecht University, University of Galway, Innovative Power, Utrecht University
Type: Project deliverable
Published: 2025-09-30

<p>This deliverable presents a robust, scalable, and forward-looking framework for enriching the AI4Debunk knowledge graph with verified, structured, and semantically enriched data—laying the groundwork for a resilient, community-driven disinformation detection platform that can evolve and thrive beyond the initial funding period.</p>
D6.3: First Report on the Building Process of the Knowledge Graphs
Authors: National Research Council, Dotsoft (Greece)
Type: Project deliverable
Published: 2025-09-30

<p>The deliverable D6.3 – First report on the building process of the knowledge graphs – describes the building process of the two knowledge graphs, named the “unimodal” knowledge graph and the “multimodal” knowledge graph. The first “unimodal” knowledge graph consists in extracting the textual description from multimedia contents and adding this textual knowledge in the knowledge graph. The “multimodal” knowledge graph consists in embedding the multimedia contents within the knowledge graph based on multimodal feature description.</p>
D6.2: Updated Release of the Dataset Containing Extracted Features
Authors: National Research Council, University of Mons, University of Galway
Type: Project deliverable
Published: 2025-09-30

<p>The deliverable D6.2 – Updated release of the dataset containing extracted features – describes the process for extracting relevant features from fake statements (e.g., topics, keywords, sentiment, and LIWC) and their related multimedia contents (e.g., captions from images, transcription from audio), including multimodal features (Meta information from body posture and gestures, and higher-level features from face recognition and voice analysis). The set of fake statements and related multimedia contents are those collected in Task 6.1 (Deliverable 6.1 Starting dataset of fake statements and related multimedia contents). The features have been extracted using the ML and multimodal AI modules developed in Tasks 8.1 and 8.2. </p>
EnduRAI - Deliverable 8.1 - Project Page & Branding
Authors: Antonis, Sapountzis
Type: Project deliverable
Published: 2026-07-31

<p>- Pending approval from EC commission -</p>
<p><br>This deliverable presents the brand book, design, and launch of the EnduRAI project’s public page and visual identity, developed under Work Package 8 (Dissemination, Exploitation, and Policy Impact). It explains the main branding elements (such as logo, colour scheme, typography, and document templates) and how they are applied consistently across the project page and other communication materials to create a clear and recognisable brand for the project. It also describes the structure, core content sections, and basic technical features of the project page, showing how it supports visibility, partner collaboration, and dissemination of project results while respecting EU funding open access requrements.</p>
Citizen concerns and recommendations in relation to CCUS
Authors: Kaltenegger, Sarah, Padilla, Marielisa, Zhuravlova, Inna, Concha, Constanza Vera, Brummer, Muriel, Beetz, Anne, Sanchez Berbegal, Alberto
Type: Report
Published: 2026-07-07

<p>Carbon Capture, Utilization and Storage (CCUS) is increasingly recognized as a vital component in the portfolio of technologies aimed at meeting international climate goals. However, public awareness and acceptance of CCUS remain limited, and the technology is often met with skepticism or misunderstanding. This report, developed as part of the EU-funded ACCSESS<br>project, explores citizen concerns and perceptions surrounding CCUS and provides recommendations for improving societal integration.<br>Based on a mixed-method approach - including a multilingual citizen survey, a sentiment analysis of social media posts on X (formerly Twitter), and a review of newspaper coverage, this deliverable offers insights into public attitudes across diverse regions and stakeholders. While many survey respondents identified CCUS as a valuable technology for climate mitigation, significant concerns emerged around issues such as greenwashing, environmental risks, investment costs, and transparency. Social media discourse revealed a largely polarized sentiment, with slightly more negative than positive opinions, and a general lack of widespread discussion. A newspaper analysis highlighted benefits and concerns mentioned in newspaper articles and different factors influencing the perception of technology. The findings emphasize the importance of early and transparent communication, inclusive public engagement, and credible evidence on safety and efficacy. These are essential not only to address public concerns but also to enable informed policy decisions and responsible deployment of CCUS technologies in cities and industry.</p>
D6.1 – Tunnel furnace concept for electrical and hybrid operation (publishable summary)
Authors: Mathew Alex, Denny
Type: Project deliverable
Published: 2026-08-03

<p>This deliverable develops a tunnel furnace concept for the electrical and hybrid firing of ceramic products such as bricks and roof tiles, aimed at reducing the CO₂ emissions of a process traditionally carried out in gas-fired kilns. It combines an analysis of the gases evolved during firing, numerical modelling of the tunnel kiln operated with alternative energy sources compared to natural gas, and experimental investigation of an existing kiln, providing recommendations to support the design and demonstration of an electrified and hybrid tunnel furnace in the next phases of the project. As the original Deliverable D6.1 has a Sensitive (SEN) dissemination level and is not publicly available, this record contains a publishable summary of the work.</p>
D3.11 Cross-cutting Analytical Synergies across INSPIRE
Authors: Chaves, Paola, Benschop, Yvonne, Reidl, Sybille
Type: Project deliverable
Published: 2026-08-03

<p>This deliverable contributes to INSPIRE’s project ambition to advance the foundations of Inclusive Gender Equality in the European R&I ecosystem by providing a synthesis of the cross-cutting themes found in the empirical work carried out across Work Package 3 (WP3). Two key points are addressed directly for policy makers and change agents in the European Research Area (ERA) working on Inclusive Gender Equality: how to advance the conceptual, methodological, and practical foundations of Inclusive Gender Equality Plans (IGEPs) and Inclusive Gendered Innovation (IGI) as instruments capable of producing structural change, while addressing intersectional inequalities and making innovations with demonstrated benefits for scientific quality and societal relevance.</p>
<p>INSPIRE data show that whether equality policies produce real change or remain symbolic depends not only on what happens within organisations but also on how research funding and innovation are governed at the organisational, national, and EU levels. Each level sets different conditions for how research agendas are formulated and evaluated, how resources are allocated, and whose knowledge and needs research is designed to serve. Addressing this complexity requires governance tools that can operate across all three levels simultaneously, in a structurally uneven, politically contested, and epistemically fragmented ecosystem. This synergies analysis forms the foundation for developing guiding principles to advance IGE from an intersectional perspective. Because national policy frameworks, historical trajectories, and institutional cultures vary significantly across the ERA, these principles must enable meaningful contextualisation without sacrificing coherence.</p>
<p>The deliverable is structured in three parts: first, the introduction situates the project's ambition and analytical approach. Second, we present three cross-cutting themes that emerged from the project's empirical research and respond to the questions of where, who and how: context, actors, and governance structures. Third, we present a set of guiding principles for change agents and policymakers working in the R&I ecosystem in the ERA, derived from the convergence of evidence across these themes. The principles are organised addressing different moments of the policy process: the diagnostic moment, the design moment and the infrastructure necessary to sustain the changes over time. The principles also address the issue of different contexts in the ERA, the need to have intersectionality as political practice, the participatory processes necessary to tailor policies, the need to have common standards of governance infrastructures and integrate IGI into R&I funding and practice, investment and conditions for evidence infrastructure and system learning and, finally, the relevance of recognising, resourcing and protecting equality work and expertise in the organisational, national and ERA levels.</p>
D2.2 EURL-PH-FWDB Website
Authors: EU Reference Laboratory in Public Health on food- and waterborne pathogens
Type: Project deliverable
Published: 2026-08-03

<p class="PDq2pG_selectionAnchorContainer">This deliverable documents the development and launch of the official website of the EU Reference Laboratory for Public Health on Food- and Water-borne Bacteria (EURL-PH-FWDB). The website serves as the project's primary public communication platform, providing information on the EURL, its objectives, activities, consortium, training opportunities, news, resources, and publicly available project outputs. The website supports communication and dissemination activities throughout the project and will be continuously updated with new information, guidance documents, deliverables, publications, and other relevant materials.</p>
<p>The live website is available at: <strong><a class="decorated-link" href="https://www.eurl-ph-fwdb.dk/" rel="noopener">https://www.eurl-ph-fwdb.dk/</a></strong></p>
A cross-platform-replicated activated-fibroblast signature in ligamentum flavum hypertrophy nominates locally-deliverable anti-fibrotic repurposing candidates
Authors: Ritschel, Glen Charles, Claude
Type: Preprint
Published: 2026-07-31
Keywords: ligamentum flavum hypertrophy, lumbar spinal stenosis, fibrosis, single-cell RNA-seq, drug repurposing, nintedanib, pirfenidone, myofibroblast, TGF-beta, cross-platform replication, connectivity map, LINCS L1000, local drug delivery, computational biology, GSE294458, GSE113212

<p>Ligamentum flavum (LF) hypertrophy is a fibrotic driver of degenerative lumbar spinal stenosis for which there is no approved pharmacotherapy. Using public human single-cell RNA-seq of ligamentum flavum (GSE294458), we derived a within-tissue activated-fibroblast transcriptional program (a matrix-depositing fibroblast state contrast) and tested its reproducibility in two independent LF cohorts: a second single-cell cohort (GSE267819, three hypertrophic donors) and a bulk cohort profiled on a different platform (GSE113212, Agilent microarray). The signature replicated in both: all 22 tested genes were concordant in the independent single-cell cohort (rank-enrichment p = 9.4e-16) and 18 of 20 in the bulk cohort (p = 1.5e-7), led by fibrillar collagens, small leucine-rich proteoglycans, HTRA1, MFGE8, POSTN and FN1. Connectivity-based signature reversal (LINCS L1000) was uninformative, returning cytotoxic and anti-proliferative perturbagens rather than anti-fibrotic candidates, an expected limitation for signatures dominated by structural matrix genes. We therefore nominate candidates by mechanism: the approved anti-fibrotics nintedanib (PDGFR/FGFR/VEGFR inhibitor) and pirfenidone (TGF-beta1 modulator) act on the pathways upstream of the replicated program and are amenable to local intra-ligamentous delivery. We position these against existing prior art, distinguishing degenerative LF hypertrophy from post-surgical epidural fibrosis (for which both drugs have precedent), and release the analysis openly. This is a discovery-stage, in-silico hypothesis intended to motivate wet-lab evaluation; it is not preclinical validation.</p>
D1.5 OSTrails Interoperability Reference Architecture V2
Authors: Miksa, Tomasz, Wilkinson, Mark, Garijo, Daniel, Manghi, Paolo, Suchánek, Marek
Type: Project deliverable
Published: 2026-07-31
Keywords: Reference Architecture, DMP-IF, SKG-IF, FAIR-IF

<p>This deliverable presents Version 2 of the OSTrails reference architecture and its three Interoperability Frameworks for DMPs, SKGs, and FAIR Assessment, reflecting three years of design and implementation work. It provides guidance on interactions between key components, clarifying which interactions are standardised while allowing flexible implementation. The architecture and frameworks aim to prevent vendor lock-in and support current and anticipated interaction patterns, enabling interoperability, automation, and machine-actionable exchange of research data management information.</p>
Deliverable D2.3 Albedo climate data record
Authors: Bahbah, Rasmus, Box, Jason
Type: Dataset
Published: 2026-07-31

<p class="MsoNormal">This report pertains to the Deliverable D2.3 Albedo climate data record, as described in ANNEX 1, part A (p. 32) of the EC/REA Grant Agreement for project number 101184962, “LIQUIDICE”. Work Package 2 of the LIQUIDICE project is led by NORCE with the support of CNR, IISC, IITB, GEUS, UNIVBRIS, SIOS-KC and IG PAS. Other beneficiaries were also asked to contribute to the deliverable by reaching out to key people and organisations in each of their own countries. <br><span>The AVHRR (1984–2024), MODIS (2000–2024), and Sentinel-3 (2017–2024) missions together provide a four-decade, near-daily albedo record. The principal challenge for albedo from optical sensors is contamination by clouds and shadows. We present a combined 40-year albedo data record with a post-processing approach that removes cloud artefacts and gap-fills clouded pixels, producing a near-gapless daily albedo record (1 March–31 October) for the Greenland Ice Sheet at 5000 m spatial resolution. We apply a Hampel filter to each pixel’s time series—a robust, well-established method for outlier detection and signal estimation.</span></p>
Deliverable D2.2 Snow water equivalent data set
Authors: Malnes, Eirik, Vickers, Hannah, Ricker, Robert, Lauknes, Tom Rune
Type: Dataset
Published: 2026-01-31

<p class="MsoNormal">This report pertains to the Deliverable D2.2: Snow water equivalent data set, as described in ANNEX 1, part A (p. 32) of the EC/REA Grant Agreement for project number 101184962, “LIQUIDICE”. Work Package 2 of the LIQUIDICE project is led by NORCE with the support of CNR, IISC, IITB, GEUS, UNIVBRIS, SIOS-KC and IG PAS. Other beneficiaries are also asked to contribute to the deliverable by reaching out to key people and organisations in each of their own countries.</p>
<p class="MsoNormal">The report provides a status for task 2.2 in LIQUIDICE. The task focus on measuring snow water equivalent using L-band SAR sensors. Since data from the NASA satellite NISAR was delayed in 2026, the task has focused on testing the retrieval method on ALOS-2 data. Additionally we investigate and discuss methods and datasets that can be used to validate the retrieval method and the products.</p>
Deliverable 2.4 Glacier mass balance data set
Authors: Anilkumar, Ritu, Maussion, Fabien, Bamber, Jonathan
Type: Dataset
Published: 2026-07-31
Keywords: glacier mass balance, machine learning, bayesian machine learning

<p>Report covering data description and methods has been added.<br>This dataset provides annual glacier mass balance estimates derived using an uncertainty-aware machine learning framework based on Bayesian Neural Fields. The dataset covers all glacierized regions defined in RGIv7 except Regions 19 and 20 (19: Sub-Antarctic and Antarctic Islands, 20: Antarctic Mainland). Temporal coverage spans 1979–2019. This dataset is intended as a global, consistent Bayesian prior for glacier mass balance. This is a preliminary release of pretrained outputs; it is intended to work as a prior for Bayesian ML and has not been finetuned on observations. The dataset structure is subject to significant change after finetuning on observations.</p>
D3.1. Ecodesign Strategies
Authors: Stubbe, Birgit, Van der Schueren, Lien, Duque Fernández, María, Santos, Caroline
Type: Report
Published: 2026-07-04
Keywords: Textile, ecodesign, ESPR

<p class="p1">This deliverable provides an overview of ecodesign strategies for</p>
<p class="p1">textiles within the TRUSTex project, combining literature review,</p>
<p class="p1">stakeholder insights, benchmarking and use case development (jeans</p>
<p class="p1">and trekking jacket). It aims to bridge the gap between theoretical</p>
<p class="p1">frameworks and industrial implementation.</p>
<p class="p1">Key ecodesign principles are identified across the lifecycle, focusing</p>
<p class="p1">on durability, material selection, repairability and recyclability.</p>
<p class="p1">Benchmarking results show that current products often exhibit high</p>
<p class="p1">material complexity, limiting circularity. Testing highlights the trade-offs</p>
<p class="p1">between performance, durability and recyclability.</p>
<p class="p1">The application to use cases demonstrates that strategies must be</p>
<p class="p1">adapted to product context. The deliverable provides a practical</p>
<p class="p1">foundation for further prototype development and industrial validation</p>
<p class="p1">in subsequent project phases.</p>
D2.2. DPP Infrastructure Description
Authors: Ariza Molina, David
Type: Report
Published: 2026-06-30
Keywords: Digital Product Passport, Textiles

<p>This deliverable presents the blockchain-based Digital Product</p>
<p>Passport (DPP) infrastructure developed by CETIM within the</p>
<p>TRUSTex project to support secure and transparent traceability in</p>
<p>textile value chains. Aligned with the ESPR, ISO 59040 and the</p>
<p>JRC145830 methodology, the system combines a Ethereum</p>
<p>blockchain and IPFS storage to ensure data integrity, interoperability</p>
<p>and regulatory compliance. The infrastructure implements the key</p>
<p>DPP requirements, including unique product, operator and facility</p>
<p>identifiers, secure access control and integration with partner</p>
<p>systems. Initial end-to-end validation confirms the feasibility of the</p>
<p>proposed architecture as a foundation for trustworthy and circular</p>
<p>textile product passports.</p>
D4.2 Infographics on Innovative Sustainable Business Models for the Demos
Authors: A-AAGORA
Type: Report
Published: 2025-03-31

<p>The Deliverable 4.2, “Infographics on Innovative Sustainable Business Models for the Demos” — Ref. Ares(2025)6284930 – 01/08/2025 — presents sustainable business models for the innovative solutions implemented across the A-AAGORA demonstration areas in Norway, Ireland and Portugal. It describes how each solution creates, delivers and sustains environmental, social, economic and technological value, covering its activities, partnerships, resources, costs, target audiences, products, services and potential revenue streams. The deliverable also provides infographics to support the communication, replication and upscaling of the solutions.</p>
D5.1 Dissemination, Exploitation, and Communication Plan
Authors: A-AAGORA
Type: Report
Published: 2023-02-28

<p>The Deliverable 5.1, “Dissemination, Exploitation and Communication Plan”, Ref. Ares(2023)2480157 - 05/04/2023 establishes the A-AAGORA Dissemination, Exploitation and Communication Plan (DECP), providing the strategic framework for the project's communication and dissemination activities. It defines the communication strategy, target audiences, key messages, dissemination tools and channels, corporate identity, implementation timeline and impact monitoring methodology, while laying the foundations for the project's future exploitation plan and ensuring a coordinated approach to promoting A-AAGORA’s objectives and results throughout its lifetime.</p>
D5.2 Informative Media with Innovative Activities Portfolio
Authors: A-AAGORA
Type: Report
Published: 2024-02-28

<p>The Deliverable 5.2, “Video on Innovative Activities”, Ref. Ares(2024)3932036 - 31/05/2024, presents A-AAGORA’s innovative activities in a multimedia format, showcasing their implementation, results and impacts. Designed for local communities, practitioners and businesses, the video aims to strengthen public engagement, foster a sense of co-ownership and mission-driven action for ocean and coastal protection, while inspiring stakeholders across relevant value chains to adopt practices that support coastal conservation.</p>
Deliverable 5.12 QUANTUM Final Event - Dissemination event 2
Authors: Latorre Redondo, Agatha
Type: Project deliverable
Published: 2026-06-30
Keywords: Data quality, EHDS, Dissemination, Stakeholders' engagement

<h3>Abstract</h3>
<p>This deliverable provides an overview of the QUANTUM Final Event. As the project approached its conclusion, the event served as the main forum for presenting QUANTUM's achievements and fostering dialogue on the future of health data quality and utility in Europe.</p>
<p> </p>
Deliverable 5.11 Rome dissemination event
Authors: Valenzano, Regina, Cascini, Fidelia
Type: Project deliverable
Published: 2026-06-30
Keywords: Data quality labels, EHDS, Dissemination, Stakeholders' engagement

<h3>Abstract </h3>
<p>This deliverable provides an overview of the QUANTUM Dissemination Event held in Rome, focusing on building a high-quality health data ecosystem within the European Health Data Space. The event showcased the QUANTUM project's progress, highlighting the development of data quality labels and their importance for enhancing trust and usability of health data. Key discussions covered data holder challenges, patient trust, and the technical specifications and implementation of the QUANTUM tool. The document summarizes main takeaways from each Work Package and overall considerations for future developments.</p>
<p> </p>