James Le Houx

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

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%.

Quantum kernel support vector machines for trabecular bone classification: comparing feature reduction strategies on synthetic micro-CT data

This paper compares dimensionality reduction strategies for quantum kernel SVMs on synthetic micro-CT trabecular bone data, finding UMAP maintains competitiveness while linear methods show quantum deficits.

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

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

Illuminating root-soil mechanics

The paper maps strain fields around root tips using synchrotron X-ray techniques and validates findings with finite element simulations.