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Record W7108215328 · doi:10.17028/rd.lboro.30698780

Advanced Imaging and Microscopy in Life and Natural Sciences as a Research Tool for Illustration [Presentation for 15th International Illustration Research Symposium: The role of technology in illustration, 21-22 November 2025. Koç University, Istanbul]

2025· other· W7108215328 on OpenAlexaboutno aff

Bibliographic record

VenueLoughborough University Research Repository (Loughborough University) · 2025
Typeother
Language
Field
Topic
Canadian institutionsnot available
Fundersnot available
KeywordsTheme (computing)Field (mathematics)Session (web analytics)Natural (archaeology)VisualizationPresentation (obstetrics)

Abstract

fetched live from OpenAlex

2025 at Koç University in Istanbul. This year’s theme, The Apparatus: The Role of Technology in Illustration, invites us to explore how technological developments shape, challenge, and expand the field of illustration. Our invited speakers will engage with the symposium theme from a wide range of perspectives, illuminating both historical and contemporary ideas. They will also explore the dynamic interplay between illustration, art, design and technology, including the examination of the growing influence of artificial intelligence within the field of illustration.Further, the symposium will also present across-disciplinary workshop led by chemists, inviting participants to reimagine scientific illustration software through an artistic lens. This collaborative session will demonstrate how scientific and artistic practices can inform, enrich, and inspire one another, highlighting the creative potential that emerges when disciplines intersect.In addition, sixty poster presentations by emerging, mid-career, and established practitioners and scholars will offer further visual and textual explorations of the symposium’s central theme. This symposium brings together a vibrant community of illustrators, researchers, and scholars from Belgium, Bulgaria, Canada, China, France, Georgia, Germany, Greece, Hong Kong, Hungary, India, Ireland, New Zealand, Pakistan, Poland, South Africa, Switzerland, the United Kingdom, the United States, and Türkiye. Together, these contributions from different parts of the world aim to open new pathways for cross-cultural dialogue, foster cross-disciplinary collaboration, and deepen our collective understanding of the evolving role of technology in illustration<br>Presentation panel: Theme 1 - Approaches in Imaging and Visualization &lt; Provocation: If science and art now see through the same mechanical eyes, what kind of truths and fictions emerge from this hybrid vision where human imagination and machine intelligence co-draw reality?Chair: Nanette Hoogslag10:50 – 11:15Speaker 1 - Joanne Berry-FrithAdvanced Imaging and Microscopy in Life andNatural Sciences as a Research Tool forIllustration11:15 – 11:40Speaker 2 - Nurcan Tunçbağ, Özlem Keskin,Attila GürsoyVisualization of Proteins and TheirInteractions Through Illustration or Animation11:40 – 12:05Speaker 3 - Balca Arda, Ceren İlikan RasimoğluMedical Visual Creative Discourse fromTuberculosis to COVID-19 in Türkiye12:05 – 12:30Speaker 4 - Sheryl N. HamiltonReading Viral Portraits as Disease Media.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.011
metaresearch head score (Gemma)0.003
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Bibliometrics, Science and technology studies, Research integrity
Consensus categoriesScience and technology studies, Research integrity
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.721
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0110.003
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0020.000
Bibliometrics0.0160.017
Science and technology studies0.0060.014
Scholarly communication0.0010.004
Open science0.0040.003
Research integrity0.0020.005
Insufficient payload (model declined to judge)0.0000.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.030
GPT teacher head0.340
Teacher spread0.311 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; both teacher heads agree on what is shown here.

Study designTheoretical or conceptual
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations0
Published2025
Admission routes1
Has abstractyes

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