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Selected work

Selected work

Shipped products, applied research and consulting-grade analysis. Each is here because it demonstrates something a client engagement needs.

Research workspace · In previewOngoing

Drybench

A connected dry-lab workspace for bioscience: nine research tools for proteins, molecules, trial pipelines, patents, bench calculations, sequences, assays, plasmids and bioreactors, joined by a Bench that keeps each study together.

  • Building a research product end to end, from the tools to the workspace that holds the work
  • Methods stated on the page: the algorithms, assumptions and limits behind each answer
  • Keeping the context behind a result: inputs, method versions and qualifications
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Live productOngoing

FitTools

A live, public health and fitness platform: 43 calculators, a gym tracker and a food diary, with every formula cited to its published source.

  • Building and operating a product end to end
  • SEO architecture
  • Health content cited to peer-reviewed research
  • Product decisions held to an evidence rule
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Applied ML research2025 to 2026

AI/ML Diabetic foot ulcer classification

Does a classifier trained on photographs from one source still work on photographs from another? It does not, and the direction of failure flips depending on which way you cross.

  • Cross-source evaluation design
  • Data provenance auditing
  • Calibration and operating point analysis
  • Negative controls and rejected alternatives
  • Reproducible experiment scripting in PyTorch
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Clinical AI concept2026

WaitWise

An AI clinical decision support concept for NHS elective surgery prioritisation, designed with Rajdeep Kundu during the MSc: multimodal machine learning with explainability, governance and a phased route into the NHS.

  • ML system design: BioBERT note embeddings fused with XGBoost, explained with SHAP
  • NHS governance literacy: NICE ESF, UK MDR, equity audits, drift monitoring
  • Choosing methods on explainability and governance, not just accuracy
  • Presenting technical work to a mixed clinical and commercial audience
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Venture pitch2025

InfectiPatch

An investor-style pitch and scientific poster for a microneedle biosensor patch that monitors post-surgical infection through interstitial-fluid biomarkers.

  • Framing a biotech concept as an investable proposition
  • Market sizing, revenue modelling and route to market
  • Regulatory and evidence planning for a connected medical device
  • Scientific communication for investors and for a technical audience
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Next step

Discuss a project like these.

Want to talk about a role, a project or any of the work here? Get in touch and I will reply within a working day.

Get in touchm.beale@icloud.com

Available for full-time roles and selected freelance projects.