REF readiness: evidencing Contribution to Knowledge & Understanding

In the first blog in this series, we explored engagement and impact readiness for the Research Excellence Framework (REF) 2029. Here, we turn to the second element of assessment: Contribution to Knowledge & Understanding, and what it takes to approach it with evidence and confidence.

Contribution to Knowledge & Understanding (CKU) sits at the core of REF assessment. For institutions preparing submissions, the task is not simply to present strong individual outputs, but to show how research collectively advances knowledge within and across disciplines and how that work was enabled and supported within the institution’s research environment.

As REF 2029 approaches, most institutions will find that they are not short of high-quality research.  The task they now have is to present that research as a coherent, representative, and defensible account of contribution, traceable back to the people, grants, and infrastructure that enabled it.

That distinction matters more than it might first appear.

Beyond completeness

It is tempting to frame CKU readiness as a data completeness problem. If all outputs are captured, the argument goes, selection can proceed with confidence.

But completeness is not the same as representation.

REF panels assess whether a submitted body of work reflects the range and diversity of a unit’s research activity, not simply whether a record exists for every output. A dataset can be complete and still produce a submission that is narrow, uneven, or poorly contextualised.

“The challenge for universities is not simply about capturing and submitting quality research outputs to REF, it is about demonstrating the full diversity and breadth of the research outputs. In choosing which outputs to submit, universities are expected to demonstrate the diverse range of staff contributing to the outputs; the diverse range of disciplines, research methods and output types whilst also ensuring that contributions from inter- and multi-disciplinary collaborations are represented,” says Natalie Dallat, Head of Research Performance, Ulster University.

This distinction has practical implications. In a decoupled framework, where submitted outputs do not need to be linked to specific individuals, institutions still need to demonstrate a substantive connection between research and the environment that enabled it. That requires not just complete records, but well-contextualised ones.

Three areas of risk are worth examining in turn.

Output visibility: what institutions know and what they can prove

In practice, most significant outputs are already known to institutions. Academic workflows, open access deposit requirements, and internal review processes mean that the majority of relevant publications are captured somewhere.

The more common challenge is not absence but unevenness, gaps in coverage that accumulate over time through staff mobility, inconsistent author affiliations, publications linked to grants but not captured locally, and interdisciplinary outputs that fall between Units of Assessment (UoA).

Figure 1: University of Oxford, all publications 2021-present

These are rarely major gaps in institutional systems. But in aggregate, they can affect the completeness and credibility of a submission, particularly in disciplines where research activity may be systematically underrepresented relative to its actual volume.

Addressing this requires two complementary layers. Research information systems such as Symplectic Elements provide structured output capture, validation workflows, and linkage between researchers, publications and grants, creating the audit trail that REF governance demands. An independent, interconnected data layer such as Dimensions then enables cross-checking: surfacing missing outputs, highlighting metadata discrepancies, and providing a broader view of publication activity beyond local records.

“What Dimensions allows institutions to do is essentially hold a mirror up to their own systems. Not to replace internal records, but to ask: is what we’re seeing internally representative of what’s actually out there? For some disciplines or research groups, that comparison can be revealing,” explains Ann Campbell, Director Research Impact & Comparative Analytics at Digital Science.

Together, structured capture and independent validation strengthen confidence in completeness before output selection begins and provide a more defensible evidence base for the decisions that follow.

Understanding performance within fields

Once institutions have confidence in the completeness of their records, a second challenge emerges: interpreting performance in a way that is fair and defensible across disciplines.

Raw citation counts rarely tell the full story. Citation norms vary significantly across fields; what constitutes a well-cited output in a fast-moving biomedical discipline looks very different from the equivalent in history or architecture. A paper with 20 citations might be considered relatively modest in one field, but well above average in another. 

While output selection is typically led by discipline experts within UoA, decisions are often informed by broader portfolios and mixed indicators. Without appropriate field-level contextualisation, there may be tendency to overvalue some outputs that align with readily interpretable patterns of performance (i.e., citation counts) and undervalue others particularly where interdisciplinary research is involved. This can have consequences both for selection and for the narrative presented to panels. 

The scale of this variation is visible in the data. Across UK institutions, raw citation counts for outputs in Units of Assessment such as Clinical Medicine or Physics far exceed those in disciplines like History or Art & Design, and yet when performance is measured relative to field norms, the picture shifts substantially. Units that appear modest on raw citations often demonstrate strong or above-average relative contribution when field-normalised indicators are applied. For institutions making selection decisions across multiple UoAs, this difference is not academic: it directly affects which outputs are recognised as genuinely competitive, and which risk being undervalued simply because they sit in lower-citation disciplines.

Figure 2: Average citation counts vary substantially across Units of Assessment, while field-normalised performance (FCR) highlights strong relative contribution in disciplines where raw citation accumulation may be lower. *

*  Average citation counts and field-normalised citation performance across REF Units of Assessment (2014–2021, UK Institutions, articles only using Dimensions UoA Classification) 
Figure 3: Average Citation Count per Publication

Field-normalised indicators and disciplinary benchmarking support a more accurate and defensible reading of performance. Dimensions enables field-normalised citation analysis, benchmarking against peer institutions, collaboration pattern analysis, and trend tracking across time.

Peer review remains central to CKU assessment. But contextual data helps institutions approach that peer review better prepared with a clearer sense of where their research sits within its field, and a stronger basis for the interpretive narrative they are expected to provide.

From individual outputs to coherent thematic narratives

CKU submissions are strongest when outputs form a coherent intellectual narrative. Panels respond to thematic depth and sustained advancement of knowledge not isolated high-performing items, however well-cited they may be.

That makes output selection a genuinely strategic exercise and the scale of the choices involved is considerable. Analysis of REF21 submission patterns shows that the typical institution produced eligible research across 33 of the 34 UoA, but submitted to just 20. In nearly one in five cases where an institution had a meaningful body of research within a UoA, that UoA received no submission at all. Even within the UoAs that institutions chose to submit, the median coverage rate was under 7%.

Figure 4: Research breadth vs submission breadth

The submitted profile, in other words, represents a deliberately selective slice of a much broader underlying research base. That selectivity is appropriate as REF rewards quality over volume, and strategic narrowing is both permitted and expected. But it means the submitted body of work must tell a coherent story about where an institution’s research genuinely lies. Getting that story right requires a clear view of the full landscape: understanding where depth is concentrated, where disciplines connect, and where gaps might undermine the coherence of what is presented to panels. 

Thematic clustering and citation network analysis can help identify areas of concentrated strength and the interdisciplinary bridges that connect them. These analytical approaches surface patterns that may not be visible when outputs are reviewed individually, and support the kind of coherent story that distinguishes a strong CKU submission.

That coherent story, however, increasingly needs to account for more than publications alone. As REF increasingly recognises diverse outputs, datasets, code, preprints, and other research artefacts alongside traditional publications, institutions also need infrastructure that makes that breadth visible and accessible. 

The evidence from REF21 illustrates how far there is still to go: of the 4,000 non-traditional outputs submitted, almost three quarters had unknown or unresolvable locations, and only 244 had DOIs. REF21 Main Panel D assessors noted the wide variety, inconsistent quality and uneven preservation of practice-based outputs with many hosted on fragile, short-lived platforms that were difficult to navigate. 

Platforms such as Figshare support persistent access, DOI assignment and the presentation of these materials as part of a coherent research record, ensuring that the full range of contribution is available for assessment.

Scholarly visibility: useful context, not a proxy for contribution

While CKU is fundamentally about intellectual contribution, the broader circulation of research can provide supplementary context. Where outputs are being cited in policy documents, taken up in professional practice, or discussed in specialist communities, those signals can help situate the reach of a body of work, particularly in applied or interdisciplinary fields where impact pathways are diverse.

Altmetric can surface where outputs are being referenced beyond traditional citation indexes, from policy and clinical guidelines to media and public discourse. These signals do not measure contribution to knowledge and understanding, and should not be presented as a substitute for bibliometric evidence or peer judgement. But as additional context, they can help round out the picture, particularly for outputs whose significance may not be fully reflected in citation metrics alone.

The important distinction is that scholarly visibility supports interpretation. It does not replace it.

From reactive selection to confident CKU readiness

CKU readiness is about planning, not last-minute correction. Institutions that approach it most effectively don’t wait until selection is imminent. They build the evidence base over time, ensuring completeness, contextualising performance, and constructing the thematic narrative that panels expect to see. 

“What we often see is that institutions feel more confident in REF preparation when they’ve been building the picture gradually over time. It becomes easier to understand where strengths are emerging, how research sits within its field, and how to present that contribution coherently,” says Campbell.

REF readiness is about leading, not lagging. For CKU, that means investing in the evidence and infrastructure and contextual understanding that supports selection throughout the cycle. 

Institutions preparing for REF29 are increasingly focusing on areas such as: 

Together, these form the building blocks of a CKU submission that is traceable, representative, and defensible.

Digital Science supports this readiness through interconnected solutions that strengthen evidence and decision-making, while leaving judgement firmly with institutions and REF panels.

Whether you want to audit output visibility and identify gaps in your publication record, benchmark your CKU evidence within disciplinary context, or map the thematic strengths that will anchor your submission narrative, Digital Science can help.

The post REF readiness: evidencing Contribution to Knowledge & Understanding appeared first on Digital Science.



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From The Lancet to TikTok: Benchmarking success for publication strategy in medical affairs

Scientific communications have never traveled so far so fast. Medical affairs teams need an omnichannel approach to planning and monitoring publication strategy.

Compass Points: The Future of Medical Affairs is a series exploring the strategic challenges facing medical affairs teams in today’s communication landscape—and the tools that will help them get it right. 

The goal of everyone working in medical affairs is ultimately to improve patient care. But success is contingent not only upon the research, trialing and production of innovative treatments; it depends equally upon the firm’s ability to educate on the suitable applications of a new treatment and establish trust within healthcare environments.

If healthcare practitioners don’t know a better treatment or diagnostic exists—or if they do, but they don’t trust it—they won’t use it in treatment plans. This has implications for the quality of patient care and commercial impacts for the firms creating those new treatments.

But the chain of communication is more fragmented and complex than it has ever been, and this makes identifying and monitoring how information travels difficult. In order to make sure information is reaching the right people in the right places, medical affairs teams need benchmarking and measurement tools, like Compass by Dimensions, which are capable of processing the rich, complicated reality of the communication landscape today. 

How does scientific information travel?

Up until the recent decade, it was common for a healthcare provider to learn about new treatments and come to believe in their legitimacy after reading about them in a respected journal. This was a typical part of a clinician’s day, and reflects the supremacy of journals such as The Lancet or the New England Journal of Medicine, which is still entrenched today.

In recent years, scientific breakthroughs have found purchase across more diffuse channels, such as newspapers, radio and television. Now, scientific information is disseminated in every direction—both via “linear” one-to-many channels such as journals and also rhizomatically, across low-frequency networks such as social media, podcasts, internet forums, and word of mouth. 

This has the undeniable benefit of bringing critical information to wider audiences, often with tremendous speed, but these channels lack the legitimacy of the big journals. 

A new approach to scientific communication

Everything from peer-reviewed podcasts and video abstracts to plain language summaries and audience-segmented data now form a critical part of scientific communication. Where before this information could only travel in the rarefied air of prestigious journals, today, important research outcomes are accessible to audiences beyond academics and even beyond healthcare professionals. 

This is a positive trend; these popular channels open research findings and awareness to patients and advocates—who, in rare disease settings, are often the best-informed in a given room.

Publication planners should embrace the potential that comes with this reality; with it comes the opportunity to reach new markets and to better influence treatment protocols even in remote fields. 

For example, isolated clinicians in dispersed healthcare environments are historically among the hardest to reach and among the most likely to be using outdated treatments. They may not be reading The Lancet. They may not be at the big conferences. But if those clinicians encounter a new treatment option in a mid-tier journal, in a podcast, on social media, and in a clinical newsletter, they may change their prescribing behavior. 

In these popular channels, trust and legitimacy is assigned instead by the opinion leaders who share about medical or scientific topics. The speed with which information travels and nature of the conversation it elicits can color its reception—making monitoring each type of channel all the more important. 

Without a clear view of this data, medical affairs risks unsuitable communications plans that fail both the commercial objectives attached to a given asset and the people they intend to help with it. 

How can measuring publication performance impact commercial and medical objectives? 

Scientific information is traveling in novel ways. It is an entirely new challenge for publication planners and communications professionals to attempt to parse, measure, and analyze this data so that they may better design future communications strategies.  

To know if you’re succeeding, you first need to know what success looks like. 

In the 1980s, success could be measured in citation counts. This was appropriate as journals were a primary mode of scientific communication. Today, the gold standard for measuring how information travels and resonates is fuzzier. 

Planners know that omnichannel communication forms a critical part of a robust publication strategy. But to date, there hasn’t been a simple way to collate a unified view of research impact across the spectrum of communication channels at play. 

So, planners often still rely on citation counts, as these are concrete and reproducible as a measurement. But they reflect academic attention almost exclusively and obscure the impact of a given asset outside of these narrow academic channels. Weaving in altmetrics is a highly manual process, where planners must stitch together sources such as mentions on social media, broadcast media and journals. This practice is time consuming and difficult to rely upon because it is so difficult to standardize and view in aggregate. Online conversation might move in ways that are impossible to predict or track, making metrics difficult to compare and learn from.

But pressure for hard numbers and clarity is growing. High-quality research that fails to reach its audience is, commercially, wasted investment. Research that doesn’t travel can’t shape clinical awareness, influence prescribing behavior, or support often costly distribution activities. Planners need a single, unified view of total scientific impact which they can rely upon.

How should medical affairs teams build publication strategy?

To know a given communication is having the desired effect, planners need a view of three things:

  • Reach: is information propagating across relevant networks, i.e., news, social media, podcasts, clinical commentary
  • Engagement: are the intended audiences engaging with the research, and how are they talking about it
  • Impact: is there evidence of the therapeutic conversation or relevant policies shifting 

The performance data needed to answer questions of reach and commercial viability exists. But the fragmentation of social platforms adds complexity—monitoring must now span X, BlueSky, Reddit, and beyond—but the richness of this data is unprecedented and therefore invaluable. 

Compass tracks reach, engagement and impact and provides an overall view of scientific impact, so planners tracking alternative metrics can identify, track and analyze trends over time. From there, they can use aggregate views of asset performance as jumping off points for sentiment analysis and deeper audience research.

See how publication attention is distributed across domains

Having this data to hand makes publication strategy an endeavor of cause and effect rather than guesswork—seeing where research has resonated particularly well or potentially missed the mark informs each subsequent communications plan. 

Why is benchmarking so important in medical affairs publication strategy?

Understanding your own reach and engagement is important, but without a point of comparison, it’s impossible to know whether a result is strong or where resources are well spent. Benchmarking performance—understanding what reach, engagement impact looks like per therapeutic area—against internal track records and those of competitors must form a central tenet of publication strategy.

Medical affairs teams must benchmark in two directions. 

The first is competitive benchmarking: understanding how your publications and communications are performing relative to peer firms working in the same therapeutic area. This type of benchmarking helps identify gaps in therapeutic discourse along with spaces that are already crowded, helping planners tailor and prioritize their approach.

Monitor top-performing publications by their Altmetric attention score and citation count

The second is industry benchmarking: understanding how your publication performance compares across therapeutic areas and channels. What does a typical volume of clinical engagement look like for the launch of a publication? What level of social chatter is reasonable to expect from a given journal tier? What rate of sentiment shift can be linked to momentum within therapeutic environments?

Compare publication performance against selected disease area or drug benchmarks

In short: benchmarking defines how we might judge success. Together, competitive and industry benchmarking transform measurement from a simple reporting exercise into a strategic one. They make it possible to set meaningful publication targets, track progress against them, and align publication activity with clinical trial milestones and other medical affairs priorities.

Ultimately, being able to access, monitor, and derive insights from this data will deliver not only a critical competitive and strategic advantage; it will help ensure information is reaching the people who need it.

“The proliferation of communication channels, and the increasingly diverse ways in which HCPs gather and share information about treatments have resulted in a very dynamic and complex impact environment. Compass from Dimensions represents a significant step forward in simplifying how we understand and communicate the values of our omnichannel strategies.”—Mike Taylor, Head of Information & Analytics, Digital Science

Compass was designed to help answer these questions of impact. Built on Dimensions and Altmetrics data, Compass combines publication and altmetrics into a single collaborative workflow, simplifying how medical affairs teams benchmark, track and manage publication impact and reach. Compass by Dimensions is developed by Digital Science, an AI-focused technology company that transforms fragmented data into unified knowledge assets, leveraging AI and Knowledge Graphs to deliver structured, actionable intelligence for high-value discovery and innovation. By combining unparalleled data depth and breadth with enterprise-ready AI technology, we help leaders confidently accelerate product life cycles and secure a decisive market lead.

The post From The Lancet to TikTok: Benchmarking success for publication strategy in medical affairs appeared first on Digital Science.



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🚁 Processing Parameters and Their Impact on Drone Mapping PrecisionπŸ“‘

 πŸ“‘ UAV photogrammetry has become a powerful tool for high-accuracy mapping, surveying, and 3D modeling. By capturing aerial images using drones, researchers and engineers can generate detailed spatial data for applications like construction, agriculture, and environmental monitoring. 🚁 However, the accuracy of these measurements depends heavily on various processing parameters during data acquisition and analysis.


πŸ”¬ Key factors such as flight altitude, camera angle, image overlap, ground control points (GCPs), and sensor calibration significantly influence measurement precision. ⚙️ Improper settings can lead to distortions, scaling errors, or incomplete models. Advanced software processing techniques, including image alignment and point cloud generation, must be carefully optimized to ensure reliable and consistent results.

πŸš€ Understanding the impact of these parameters allows professionals to improve data quality and achieve higher accuracy in UAV-based surveys. 🌍 By fine-tuning flight planning and processing workflows, industries can reduce errors, save time, and enhance decision-making. This makes UAV photogrammetry an essential technology for modern geospatial and engineering applications.

Global Scholar Awards 🌟

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⚙️Advanced Fabrication of Diamond-Copper Thin Plates for Thermal ManagementπŸ’Ž

The fabrication of diamond/copper composite thin plates through electroplating and hot-press sintering represents a breakthrough in advanced thermal management πŸš€. By integrating high thermal conductivity diamond particles with copper matrices, this method significantly improves heat dissipation capabilities. Electroplating ensures uniform copper coating around diamond particles, while hot-press sintering enhances bonding strength and structural integrity πŸ”§.


 πŸ’ŽπŸ”¬ Enhancing Thermal Performance with Diamond/Copper Composite Thin Plates

πŸ”₯ In vapor chamber applications, efficient heat spreading is critical for modern electronics such as CPUs, GPUs, and high-power devices πŸ’». The diamond/copper composite thin plate offers superior thermal conductivity compared to traditional materials, enabling faster heat transfer and reduced thermal resistance. This results in improved cooling efficiency, longer device lifespan, and stable performance even under extreme thermal loads 🌑️.

🌍 Moreover, this innovative material supports the development of next-generation cooling technologies with compact and lightweight designs. Its enhanced mechanical strength and thermal reliability make it ideal for aerospace, electronics, and energy systems ⚡. As demand for high-performance thermal solutions grows, diamond/copper composites stand out as a promising material for future vapor chamber advancements ✨.

Global Scholar Awards 🌟

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🌍Optimizing Electroconcentration Cells for Nutrient & Hydrogen Recovery⚡


 ⚡ Electroconcentration cells are emerging as powerful tools for sustainable resource recovery from waste streams like digestate. Digestate, a byproduct of anaerobic digestion, contains valuable nutrients and energy potential that are often underutilized. 🌱 By optimizing flow patterns and load ratios, researchers aim to enhance the simultaneous recovery of nutrients and hydrogen, turning waste into valuable resources.

πŸ”¬ Flow pattern optimization ensures efficient distribution of ions and reactants within the electrochemical cell, improving mass transfer and reducing energy losses. ⚙️ Meanwhile, adjusting the load ratio helps balance electrical input with system performance, maximizing nutrient extraction and hydrogen generation. These parameters play a critical role in achieving higher efficiency and stable operation.

πŸš€ This innovative approach supports the development of circular economy solutions by converting waste into clean energy and reusable nutrients. 🌍 It not only reduces environmental impact but also improves resource efficiency in agriculture and energy systems. Optimized electroconcentration technology holds great promise for sustainable wastewater treatment and green energy production.

Global Scholar Awards 🌟

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πŸ”¬ Catalyst Loading Effects on Polymer Electrolyte Membrane Fuel Cells ⚡

 

Polymer Electrolyte Membrane Fuel Cells (PEMFCs) are promising clean energy devices that convert hydrogen into electricity with high efficiency and low emissions. 🌱 Their performance depends on several design factors, including catalyst loading and flow field configuration. Optimizing these parameters is essential to enhance power output, reduce costs, and improve overall system durability.

πŸ”¬ Catalyst loading plays a crucial role in determining the electrochemical reaction rate within the fuel cell. Higher catalyst amounts can improve performance but also increase material costs. ⚙️ Meanwhile, a circular-cavity type flow field design improves gas distribution, enhances reactant transport, and promotes efficient water management, reducing issues like flooding and uneven reactions across the membrane.

πŸš€ By analyzing different catalyst loadings with advanced flow field designs, researchers can identify optimal configurations that balance performance and cost. 🌍 These improvements support the development of more efficient fuel cells for applications such as electric vehicles, portable power systems, and renewable energy integration, contributing to a cleaner and more sustainable energy future.

Global Scholar Awards 🌟

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❄️ Magnetic Freezing Innovation: Enhancing Crayfish Quality Through Water Mobility Control🦞


 ❄️πŸ§ͺ Advancing Seafood Preservation with Magnetic Innovation

Static magnetic field-assisted impregnation freezing is emerging as a cutting-edge technique in food science, particularly for enhancing the quality of crayfish during freezing. By integrating magnetic fields into the freezing process, researchers can influence how water behaves within the tissue. This results in more uniform freezing and reduced structural damage, helping preserve the natural texture, flavor, and nutritional value of crayfish. 🦞✨

πŸ’§πŸ§Š Water Mobility & Ice Crystal Control
A key factor in frozen food quality is how water molecules move and form ice crystals. In conventional freezing, large ice crystals can rupture cell walls, leading to texture loss and drip upon thawing. However, with magnetic field assistance, water mobility is better regulated, promoting the formation of smaller, more evenly distributed ice crystals. This minimizes cellular damage and maintains the integrity of the crayfish muscle structure. πŸ”¬πŸ“Š

🌍🍽️ Implications for Food Industry & Innovation
This innovative freezing method has significant implications for the seafood and food preservation industries. It supports longer shelf life, improved product quality, and reduced waste—key priorities in modern food systems. As research continues, magnetic-assisted technologies could revolutionize how we preserve perishable foods, ensuring better quality from farm to table while meeting growing consumer expectations. πŸš€πŸ₯Ά

Global Scholar Awards 🌟

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REF readiness: evidencing Contribution to Knowledge & Understanding

In the first blog in this series, we explored engagement and impact readiness for the Research Excellence Framework (REF) 2029. Here, we t...

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