Author

Peter Soar

University of GreenwichORCID 0000-0003-1745-9443Unclaimed ORCID profile · follow to get notified of new preprints

Biology Disciplines

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Signature Assays, Organisms & Methods

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Research Focus:benchmarking· 2 Approach:deep learning· 2 Assay:imaging· 2 Approach:statistical model· 2 Research Focus:database / resource· 1 Organism:human· 1 Approach:large language model· 1 Research Focus:software / tool· 1

Frequent Co-Authors

Gianluca TozziiD· 2 shared James Le HouxiD· 2 shared Jon ValijonoviD· 2 shared

Activity by Year

2026-2026 · peak 2/yr

Co-Author Collaboration Network

3 top collaborators · 3 mutual co-author links

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2 shared papersBioengineering

Gianluca TozziORCID

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2 papers

Recent·Most cited

BioengineeringbioRxivPreprintSep 18, 2026

✦ In-depth digest

BoneGraph: A Domain-Specialised, Self-Correcting Reasoning System for Bone Science Retrieval, Grounded Inference, and Image Mechanics

Jon Valijonov, Peter Soar, James Le Houx, Gianluca Tozzi

BoneGraph combines a SPECTER2-indexed bone corpus, knowledge graph, deterministic physics checks, and user-taught rules in a local five-tab system; oracle passages raise accuracy 42% to 78%.

DOI 10.64898/2026.09.17.752482

humanimaging

𝕏 PostBluesky

BioengineeringbioRxivPreprintMay 5, 2026

Evaluation of direct strain field prediction in bone with data-driven image mechanics (D2IM-Strain)

Jon Valijonov, Peter Soar, James Le Houx, Gianluca Tozzi

The paper evaluates a direct strain prediction method for bone using XCT images, showing improved accuracy and reduced noise compared to displacement-derived strain.

DOI 10.64898/2026.03.31.715417

imagingdeep learning

𝕏 PostBluesky