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Since August 2023 we have moved our content to a central Signpost Site
This is not the official site but a store of technical documents and ongoing work. Opinions expressed in posts are not representative of the views of NHS England and any content here should not be regarded as official output in any form. For more information about NHS England please visit our official website
Posts
Thought Pieces, Discussions and Interests
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Data Science Internships - Experience and Tips
Mulitple
A couple of our PhD Data Science Interns share their experience of partaking in the scheme and suggests some tips for others applying in the future
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NHS Language Corpus - Discovery
Dan Schofield
Description of a short discovery project exploring building a language corpus with a focus on the NHS
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Privacy through Motivated Attacks - Synthetic Adversarial Suite
Jonny Pearson
Highlighting Model Class Reliance as a tool for variable importance in predictive models
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Generating Patient Pathways - SynPath
Jonny Pearson
Brief overview of an exploration into building the foundations of a generalised patient pathway simulator
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Generating tabular data - SynthVAE
Dom Danks and Jonny Pearson
To investigate appropriate methods for generating synthetic data for healthcare we have developed a variational autoencoder to generate tabular data
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Model Class Reliance
DART
Highlighting Model Class Reliance as a tool for variable importance in predictive models
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Open Source Tool Requests
DART
Description of the considerations and recommended process for requesting open source tools in the NHS
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Sharing Code in the Open
Jonny Pearson
Summarising a range of advice and recommendations alongside evidence of the mandate for sharing code in the open.
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Understanding of online consultation activity through OpenSAFELY
Martina Fonseca
This post covers the exploration done around the roll-out of online consultation systems and its coding activity in primary care records, via OpenSAFELY. It includes key learnings and outputs.
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Azure Data Engineering Principles
Craig Shenton & Mattia Ficarelli
In this post, we aim to set out the data engineering principles we have developed in designing and building our Azure cloud-analytics infrastructure.
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Synthetic Data in Healthcare
Jonny Pearson
This thought stream is focussed on the application of synthetic data in healthcare and targeted at analysts in the NHS considering if, and how to implement a synthetic data generation tool.
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Experiences of Accessing Open Source Tools in the NHS
DART
Capturing some of the key points raised during interviews with NHS analysts regarding their experience of using open source software in the NHS
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OpenSafely and NHSX - Learning from our first collaboration
Jonny Pearson
This blog highlights learnings from onboarding NHSX data scientists into the OpenSafely framework (covering work from Oct-20 till Jan-21)