Author

Kaisla Kangas

Tampere University

Listed by name: these papers carry no ORCID for this author, so different people with the same name may be mixed together.

Biology Disciplines

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Bioinformatics· 1

Signature Assays, Organisms & Methods

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Research Focus:database / resource· 1 Approach:deep learning· 1 Organism:human· 1 Approach:large language model· 1

Frequent Co-Authors

Alexandra SchaffertiD· 1 shared Angela SerraiD· 1 shared Antonio FedericoiD· 1 shared Cristina AccardiiD· 1 shared Dario GrecoiD· 1 shared Francesco Galardo· 1 shared G. Ciancaleoni· 1 shared Giusy del GiudiceiD· 1 shared

Activity by Year

2026-2026 · peak 1/yr

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10 top collaborators · 45 mutual co-author links

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1 shared paperBioinformatics

Alexandra SchaffertORCID

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1 paper

Recent·Most cited

Integrating Semantic Retrieval, LLM-based Refinement, and Structured Expert Curation for Scalable AOP Gene Mapping

Alexandra Schaffert, Michele Fratello, Kaisla Kangas, Marcella Torres Maia, Giusy del Giudice, Lena Möbus, Cristina Accardi, Zeyad Al-Abdulraheem, Lorenzo Campini, Francesco Galardo, Antonio Federico, G. Ciancaleoni, Hanna‐Kaarina Juppi, Martin Paparella, Angela Serra, Dario Greco

The paper presents an AI workflow for mapping Key Events to genes in Adverse Outcome Pathways, improving accuracy and reducing manual effort through semantic retrieval, LLM refinement, and expert curation.

bioRxiv · Jun 30, 2026 · PreprintBioinformatics