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site_name: NHS England Data Science
site_url: https://nhsengland.github.io/datascience
repo_url: https://github.com/NHSEngland/datascience
repo_name: NHS England Data Science Website
edit_uri: edit/main/docs/
plugins:
- search
- awesome-pages
- blog:
blog_dir: ./articles
authors_file: "{blog}/.authors.yml"
- tags:
tags_file: our_work/tags.md
- exclude-search:
exclude:
- our_work/template-project.md
- open-in-new-tab
nav:
- Home: index.md
- About the team: about.md
- Projects:
- Our Work: our_work/index.md
- Project Tags: our_work/tags.md
- Past/Current Projects:
- Current Projects:
- AI Dictionary: our_work/ai-dictionary.md
- AI Ethics in Practice: our_work/ai-ethics.md
- Data Linkage Hub: our_work/data-linkage-hub/
- Emerging Privacy Enhancing Technologies: our_work/pets.md
- NHS.UK Automatic Moderation of Ratings & Reviews: our_work/ratings-and-reviews.md
- Reproducible Analytical Pipelines Squad: our_work/ds218_rap_community_of_practice.md
- A&E Forecasting Tool: our_work/a_and_e_forecasting_tool.md
- Reusable Data Validation Process: our_work/sde_data_validation.md
- RAG: our_work/ds251_RAG.md
- AI Assurance Research Path: our_work/ds278_Assurance_Research_Path.md
- Primary Care Data Generator: our_work/swpclab.md
- Past Projects:
- 2024:
- RAG: our_work/ds251_RAG.md
- Tool to Assess Privacy Risk of Text Data - Extended: our_work/ds255_privacyfp.md
- Understanding Fariness and Explainability in Multimodal Approaches within Healthcare: our_work/p61_mmfair.md
- 2023:
- AI Models for Shortlisting Interview Candidates: our_work/casestudy-recruitment-shortlisting.md
- AI Skunkworks Team: our_work/ai-skunkworks.md
- Deep Learning to Detect Adrenal Lesions in CT Scans: our_work/adrenal-lesions.md
- Enriching Clinical Coding for Neurology Pathways using MedCAT: our_work/p43_medcat.md
- Including Mortality in Hypergraphs for Multi-morbidity: our_work/p42_mortalityhypergraphs.md
- Investigating Privacy Risks and Mitigations in Healthcare Language Models: our_work/p51_privconcerns.md
- NHS Synth: our_work/p41_nhssynth.md
- Parkinson's Disease Pathology Prediction: our_work/parkinsons-detection.md
- Process Mining with East Midlands Ambulance Service: our_work/p52_processmining.md
- Tool to Assess Privacy Risk of Text Data: our_work/c399_privfinger.md
- 2022:
- Adding a Clinical Focus to Evaluating MM Data Representations: our_work/p31_txtrayalign2.md
- Ambulance Handover Delay Predictor: our_work/ambulance-delay-predictor.md
- Applying & Evaluating a Language Model to Patient Safety Data: our_work/p33_patientsafetylms.md
- Bed Allocation: our_work/bed-allocation.md
- Generic Patient Simulator: our_work/c245_synpath.md
- Inequalities in Diabetes from PHM Data: our_work/p32_phmdiabetes.md
- Investigating Superpixels in LIME for Explaining Predictions of Facial Images: our_work/p24_lime.md
- Long Stayer Risk Stratification Baseline Models: our_work/long-stay-baseline.md
- Nursing Placement Scheduled Optimisation: our_work/nursing-placement-optimisation.md
- Privacy of Unstructured Data: our_work/c338_poud.md
- Renal Health Prediction: our_work/renal-health-prediction.md
- Synthetic Data From Real Data: our_work/casestudy-synthetic-data-pipeline.md
- Synthetic Data Generation Pipeline: our_work/synthetic-data-pipeline.md
- Transforming Healthcare Data With Graph-Based Techniques: our_work/p34_hypergraphs.md
- 2021:
- AI Deep Dive Workshops: our_work/ai-deep-dive.md
- CT Alignment & Lesion Detection: our_work/ct-alignment.md
- Creating a Generic Adversarial Attack for Synthetic Data: our_work/c339_sas.md
- Developing SynthVAE: our_work/p21_synthvae.md
- Differential Privacy in a VAE for Synthetic Data Generation: our_work/p12_synthvae.md
- Impact of Commercial Data on Predictions: our_work/p14_mcr.md
- Length of Hospital Day Prediction: our_work/long-stay.md
- NHS Language Corpus: our_work/c250_nhscorpus.md
- NHS @Home Programme: our_work/open-safely.md
- Predicting Negligence Claims: our_work/nhs-resolution.md
- SynPath Simulator on Diabetes Pathway: our_work/p11_synpathdiabetes.md
- Text Analysis using Structural Topic Modelling: our_work/p23_stm.md
- TxtRayAlign: our_work/p22_txtrayalign.md
- 2020:
- Data Lens: our_work/data-lens.md
- Main Work Areas:
- Predictive Analytics Products:
- Ambulance Handover Delay Predictor: our_work/ambulance-delay-predictor.md
- Bed Allocation: our_work/bed-allocation.md
- Impact of Commercial Data on Predictions: our_work/p14_mcr.md
- Length of Hospital Day Prediction: our_work/long-stay.md
- Long Stayer Risk Stratification Baseline Models: our_work/long-stay-baseline.md
- Parkinson's Disease Pathology Prediction: our_work/parkinsons-detection.md
- Predicting Negligence Claims: our_work/nhs-resolution.md
- Renal Health Prediction: our_work/renal-health-prediction.md
- A&E Forecasting Tool: our_work/a_and_e_forecasting_tool.md
- Data Science for Linked/Longitudinal Data:
- Data Linkage Hub:
- our_work/data-linkage-hub/index.md
# - ... | flat | our_work/data-linkage-hub/*.md
- ... | flat | our_work/data-linkage-hub/linkage-projects/*.md
- Inequalities in Diabetes from PHM Data: our_work/p32_phmdiabetes.md
- Natural Language Processing Products:
- AI Models for Shortlisting Interview Candidates: our_work/casestudy-recruitment-shortlisting.md
- Data Lens: our_work/data-lens.md
- NHS.UK Automatic Moderation of Ratings & Reviews: our_work/ratings-and-reviews.md
- Tool to Assess Privacy Risk of Text Data: our_work/c399_privfinger.md
- Tool to Assess Privacy Risk of Text Data - Extended: our_work/ds255_privacyfp.md
- Data Science Capability:
- AI Deep Dive Workshops: our_work/ai-deep-dive.md
- AI Dictionary: our_work/ai-dictionary.md
- AI Ethics in Practice: our_work/ai-ethics.md
- AI Skunkworks Team: our_work/ai-skunkworks.md
- NHS @Home Programme: our_work/open-safely.md
- Reproducible Analytical Pipelines Squad: our_work/ds218_rap_community_of_practice.md
- Research & Development:
- Computer Vision retired:
- CT Alignment & Lesion Detection: our_work/ct-alignment.md
- Deep Learning to Detect Adrenal Lesions in CT Scans: our_work/adrenal-lesions.md
- Investigating Superpixels in LIME for Explaining Predictions of Facial Images: our_work/p24_lime.md
- Natural Language Processing:
- Adding a Clinical Focus to Evaluating MM Data Representations: our_work/p31_txtrayalign2.md
- Applying & Evaluating a Language Model to Patient Safety Data: our_work/p33_patientsafetylms.md
- Including Mortality in Hypergraphs for Multi-morbidity: our_work/p42_mortalityhypergraphs.md
- Investigating Privacy Risks and Mitigations in Healthcare Language Models: our_work/p51_privconcerns.md
- NHS Language Corpus: our_work/c250_nhscorpus.md
- Privacy of Unstructured Data: our_work/c338_poud.md
- Text Analysis using Structural Topic Modelling: our_work/p23_stm.md
- TxtRayAlign: our_work/p22_txtrayalign.md
- Understanding Fariness and Explainability in Multimodal Approaches within Healthcare: our_work/p61_mmfair.md
- Including Mortality in Hypergraphs for Multi-morbidity: our_work/p42_mortalityhypergraphs.md
- Synthetic Data:
- Creating a Generic Adversarial Attack for Synthetic Data: our_work/c339_sas.md
- Developing SynthVAE: our_work/p21_synthvae.md
- Emerging Privacy Enhancing Technologies: our_work/pets.md
- Differential Privacy in a VAE for Synthetic Data Generation: our_work/p12_synthvae.md
- Generic Patient Simulator: our_work/c245_synpath.md
- NHS Synth: our_work/p41_nhssynth.md
- Primary Care Data Generator: our_work/swpclab.md
- SynPath Simulator on Diabetes Pathway: our_work/p11_synpathdiabetes.md
- Synthetic Data From Real Data: our_work/casestudy-synthetic-data-pipeline.md
- Synthetic Data Generation Pipeline: our_work/synthetic-data-pipeline.md
- Including Mortality in Hypergraphs for Multi-morbidity: our_work/p42_mortalityhypergraphs.md
- Nursing Placement Scheduled Optimisation: our_work/nursing-placement-optimisation.md
- Process Mining with East Midlands Ambulance Service: our_work/p52_processmining.md
- SDE Service Data Wranglers:
- Reusable Data Validation Process: our_work/sde_data_validation.md
- Transforming Healthcare Data With Graph-Based Techniques: our_work/p34_hypergraphs.md
- Our Team's Publications: our_work/Publications.md
# This allows any projects that get added to appear in the main page of the navigation, makes it easy to spot when people have forgotten to categorize them.
- ... | flat | regex=our_work/(?!template-project\.md).*\.md
# - Tools:
# - ... | flat | tools/*.md
- PHDInterns: PhDInterns.md
- Articles:
- ... | flat | articles/*.md
- Playbooks: playbooks.md
# - Codebases: codebases.md
- Useful links: useful_links.md
- Site Info: meta_page.md
theme:
name: material
language: en
custom_dir: overrides
palette:
scheme: default
primary: indigo
font:
text: Arial
logo: images/logo/nhs-blue-on-white.jpg
favicon: images/favicon/favicon.ico
features:
- search.share
- content.code.annotate
- content.tabs.link
- navigation.tabs
- navigation.tabs.sticky
- navigation.indexes
- navigation.path
- navigation.top
- toc.integrate
icon:
admonition:
<type>: material/alert
extra_css:
- stylesheets/extra.css
markdown_extensions:
- tables
- attr_list
- pymdownx.emoji:
emoji_index: !!python/name:materialx.emoji.twemoji
emoji_generator: !!python/name:materialx.emoji.to_svg
- pymdownx.superfences:
custom_fences:
- name: mermaid
class: mermaid
format: !!python/name:pymdownx.superfences.fence_code_format
- pymdownx.tabbed:
alternate_style: true
- admonition
- pymdownx.details
- pymdownx.mark
- md_in_html
- footnotes
extra:
social:
- icon: fontawesome/brands/github
link: https://github.com/nhsengland/datascience
name: NHS England Data Science
generator: false
copyright: Copyright © 2023 Crown Copyright (NHS England)
extra_javascript:
- javascripts/mathjax.js
- https://polyfill.io/v3/polyfill.min.js?features=es6
- https://cdn.jsdelivr.net/npm/mathjax@3/es5/tex-mml-chtml.js
- https://unpkg.com/[email protected]/dist/tablesort.min.js
- javascripts/tablesort.js
- javascripts/tablefilter.js
watch:
- overrides