James Stainer, PhD
London

Projects

Multivariate ICU Forecasting with StemGNN

The full clinical time-series pipeline behind my PhD: 4,120 raw admissions filtered to 364 high-quality patients and ~12.5M observations of 5-second bedside-monitor data.

PhD Thesis at UCL & Great Ormond Street Hospital

Adversarial LLM evaluation for expert scientific reasoning

Adversarial tasks benchmarking frontier LLM agents on expert bioinformatics and scientific coding, with transcript audits before submission.

Freelance, current

PubMed-to-Elasticsearch data pipeline

Indexes 35M+ biomedical citations and abstracts from the NLM PubMed baseline, with NLP pipelines that identify, prioritise, and validate candidate drug–target–disease relationships.

AstraZeneca, Oct 2022 – Apr 2023
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