Project Tags

Below the tags are sorted by categories (Project Status, Data Sources, Domain Areas, Techniques, Coding Language, Data Types, Evaluation Metrics, and Project Type), however if you would like an alphabetical list of all of the tags it can be found here

• Domain Areas

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  • Primary care
  • Secondary care
  • Social Care
  • Emergency care
  • Diseases
  • Public/Population Health
  • Workforce & Allocation
  • Prescribing
  • Financial

• Techniques

  ---

  • Forecasting
  • Classification
  • Computer Vision
  • Deep Learning
  • Large Language Models (LLM)
  • Machine Learning
  • Neural Networks
  • Natural Language Processing (NLP)
  • Linkage
  • Simulation

• Project Type (exploratory, modeling, etc.)

  ---

  • Best Practice Guidance
  • Data Validation
  • Documentation
  • Ethics
  • Explainability
  • Generation
  • Linkage
  • Modelling
  • Reproducible Analytical Pipeline (RAP)
  • Research

• Data Types

  ---

  Structure

  • Structured
  • Unstructured

  Data modality

  • Multi-modal
  • Sound/Audio
  • Genomics
  • Video/Image
  • Text Data
  • Time Series

  Data Accessibility/Privacy

  • Patient Identifiable
  • Synthetic
  • Open Data

• Coding Language

  ---

  • Python
  • SQL
  • R
  • Web Development (e.g. Javascript, HTML, CSS)

• Status

  ---

  • Work in Progress
  • Complete
  • On Pause

ACCURACY

• Using deep learning to detect adrenal lesions in CT scans
• CT Alignment and Lesion Detection
• Long Stayer Risk Stratification Baseline Models
• Long Stayer Risk Stratification

AI

• NHS.UK: Automatic Moderation of Ratings & Reviews

AKI

• Renal Health Prediction

AMBULANCE

• Ambulance Handover Delay Predictor

Assurance

• AI Assurance Research Path

BEST PRACTICE

• AI Deep Dive Workshops
• AI Ethics in Practice at NHS England
• How to Assess the Privacy of Unstructured Data
• NHS Reproducible Analytical Pipelines (RAP) Champion Squad
• Overview - Data Linkage Hub
• Data Linkage Community of Practice (DL CoP)
• MPS Documentation - the Person_ID handbook
• Quality Assurance Framework for Data Linkage

CLASSIFICATION

• Using deep learning to detect adrenal lesions in CT scans
• NHS AI Lab Skunkworks
• Ambulance Handover Delay Predictor
• AI Assurance Research Path
• Long Stayer Risk Stratification Baseline Models
• Predicting negligence claims with NHS Resolution
• Parkinson's Disease Pathology Prediction

COMPLETE

• MPS Documentation - the Person_ID handbook

COMPUTER VISION

• Using deep learning to detect adrenal lesions in CT scans
• CT Alignment and Lesion Detection
• AI Assurance Research Path

CT

• CT Alignment and Lesion Detection

DATA VALIDATION

• Reusable New Data Product Validation Functions

DEEP LEARNING

• Descriptive text from X-Ray Images (TxtRayAlign)
• Parkinson's Disease Pathology Prediction
• Renal Health Prediction

DOCUMENTATION

• AI Dictionary
• AI Ethics in Practice at NHS England

EMERGENCY CARE

• Process Mining with East Midlands Ambulance Service

ETHICS

• AI Ethics in Practice at NHS England
• How to Assess the Privacy of Unstructured Data
• Exploring how to create mock patient data (synthetic data) from real patient data
• Building a Tool to Assess the Privacy Risk of Text Data - Extended
• Synthetic Data Generation Pipeline

EXPLAINABILITY

• Investigating Superpixels in LIME for Explaining Predictions of Facial Images
• Data Linkage Community of Practice (DL CoP)
• MPS Documentation - the Person_ID handbook
• Quality Assurance Framework for Data Linkage

F1

• Long Stayer Risk Stratification Baseline Models

FORECASTING

• Accident and Emergency (A&E) Forecasting Tool
• Ambulance Handover Delay Predictor
• Bed allocation
• Predicting negligence claims with NHS Resolution

GENERATION

• Adding a Clinical Focus to Evaluating Multi-Modal Data Representations
• NHSSynth
• Developing Artificial Primary Care Records

HOSPITAL

• Accident and Emergency (A&E) Forecasting Tool
• Bed allocation

JAVASCRIPT

• Data Lens

LARGE LANGUAGE MODELS (LLM)

• Investigating Privacy Risks and Mitigations in Healthcare Language Models

LIME

• Investigating Superpixels in LIME for Explaining Predictions of Facial Images

LINKAGE

• Overview - Data Linkage Hub
• Probabilistic Linkage Model
• Data Linkage Community of Practice (DL CoP)
• MPS Documentation - the Person_ID handbook
• Quality Assurance Framework for Data Linkage

LLM

• Building a Tool to Assess the Privacy Risk of Text Data
• Retrieval Augmented Generation
• Building a Tool to Assess the Privacy Risk of Text Data - Extended
• AI Assurance Research Path
• Investigating Applying and Evaluating a Language Model to Patient Safety Data

LOS

• Long Stayer Risk Stratification Baseline Models
• Long Stayer Risk Stratification

MACHINE LEARNING

• Ambulance Handover Delay Predictor
• AI Assurance Research Path
• Inequalities in Diabetes from PHM Data
• NHSSynth
• NHS.UK: Automatic Moderation of Ratings & Reviews

MCR

• Using Model Class Reliance to Understand the Impact of Commerical Data on Predictions

MIMIC

• Exploring how to create mock patient data (synthetic data) from real patient data
• Synthetic Data Generation Pipeline

MODELLING

• Process Mining with East Midlands Ambulance Service

MORTALITY

• Using Model Class Reliance to Understand the Impact of Commerical Data on Predictions

MULTI-MODAL

• Descriptive text from X-Ray Images (TxtRayAlign)
• Adding a Clinical Focus to Evaluating Multi-Modal Data Representations
• Understanding Fariness and Explainability in Multimodal Approaches within Healthcare

NATURAL LANGUAGE PROCESSING

• Enriching Clinical Coding for Neurology Pathways using MedCAT

NEURAL NETWORKS

• Examining whether recruitment data can, and should, be used to train AI models for shortlisting interview candidates
• Exploring how to create mock patient data (synthetic data) from real patient data
• Long Stayer Risk Stratification
• Investigating Differential Privacy in a Variational AutoEncoder for Synthetic Data Generation
• Developing our SynthVAE code
• Parkinson's Disease Pathology Prediction
• Renal Health Prediction
• Synthetic Data Generation Pipeline

NHS.UK

• NHS.UK: Automatic Moderation of Ratings & Reviews

NLP

• Considerations for Building a Language Corpus with a Focus on the NHS
• Examining whether recruitment data can, and should, be used to train AI models for shortlisting interview candidates
• Data Lens
• Retrieval Augmented Generation
• Building a Tool to Assess the Privacy Risk of Text Data - Extended
• AI Assurance Research Path
• Descriptive text from X-Ray Images (TxtRayAlign)
• Text Analysis using Structural Topic Modelling
• Adding a Clinical Focus to Evaluating Multi-Modal Data Representations
• Investigating Applying and Evaluating a Language Model to Patient Safety Data
• NHS.UK: Automatic Moderation of Ratings & Reviews

OPEN DATA

• Understanding Fariness and Explainability in Multimodal Approaches within Healthcare
• Emerging Privacy Enhancing Technologies

OPENSAFELY

• Working with a Trusted Research Environment - the NHS @Home programme

PARKINSONS

• Parkinson's Disease Pathology Prediction

PATHOLOGY

• Parkinson's Disease Pathology Prediction

PATIENT IDENTIFIABLE

• Investigating Privacy Risks and Mitigations in Healthcare Language Models

PII

• How to Assess the Privacy of Unstructured Data
• Probabilistic Linkage Model

PRIMARY CARE

• Developing Artificial Primary Care Records

PUBLICATIONS

• Connected Publications

PYTHON

• Accident and Emergency (A&E) Forecasting Tool
• NHS AI Lab Skunkworks
• Ambulance Handover Delay Predictor
• Bed allocation
• Building a Tool to Assess the Privacy Risk of Text Data
• Exploring how to create mock patient data (synthetic data) from real patient data
• CT Alignment and Lesion Detection
• Data Lens
• NHS Reproducible Analytical Pipelines (RAP) Champion Squad
• Building a Tool to Assess the Privacy Risk of Text Data - Extended
• AI Assurance Research Path
• Long Stayer Risk Stratification Baseline Models
• Long Stayer Risk Stratification
• Nursing Placement Schedule Optimisation Tool
• Working with a Trusted Research Environment - the NHS @Home programme
• Investigating Differential Privacy in a Variational AutoEncoder for Synthetic Data Generation
• Using Model Class Reliance to Understand the Impact of Commerical Data on Predictions
• Developing our SynthVAE code
• Descriptive text from X-Ray Images (TxtRayAlign)
• Investigating Superpixels in LIME for Explaining Predictions of Facial Images
• Adding a Clinical Focus to Evaluating Multi-Modal Data Representations
• Inequalities in Diabetes from PHM Data
• Investigating Applying and Evaluating a Language Model to Patient Safety Data
• Parkinson's Disease Pathology Prediction
• Renal Health Prediction
• Reusable New Data Product Validation Functions
• Developing Artificial Primary Care Records
• Synthetic Data Generation Pipeline
• Overview - Data Linkage Hub
• Probabilistic Linkage Model

QUALITY

• AI Ethics in Practice at NHS England
• Exploring how to create mock patient data (synthetic data) from real patient data
• Overview - Data Linkage Hub

R

• NHS Reproducible Analytical Pipelines (RAP) Champion Squad
• Text Analysis using Structural Topic Modelling

RANDOM FOREST

• Using Model Class Reliance to Understand the Impact of Commerical Data on Predictions

RAP

• NHS Reproducible Analytical Pipelines (RAP) Champion Squad
• Reusable New Data Product Validation Functions

REGRESSION

• Long Stayer Risk Stratification Baseline Models

RESEARCH

• AI Ethics in Practice at NHS England
• NHSSynth
• Enriching Clinical Coding for Neurology Pathways using MedCAT
• Investigating Privacy Risks and Mitigations in Healthcare Language Models
• Understanding Fariness and Explainability in Multimodal Approaches within Healthcare
• Emerging Privacy Enhancing Technologies

RESPIRATORY

• Using Model Class Reliance to Understand the Impact of Commerical Data on Predictions

RETRIEVAL

• Descriptive text from X-Ray Images (TxtRayAlign)

SIMULATION

• Building the Foundations for a Generic Patient Simulator (SynPath)
• Applying our SynPath Simulator to a Diabetes Pathway
• Process Mining with East Midlands Ambulance Service
• Developing Artificial Primary Care Records

SQL

• Long Stayer Risk Stratification Baseline Models
• Long Stayer Risk Stratification

STRUCTURED

• NHSSynth

STRUCTURED DATA

• How to Assess the Privacy of Unstructured Data
• Creating a Generic Adversarial Attack for any Synthetic Dataset
• Long Stayer Risk Stratification
• Probabilistic Linkage Model

SYNTHETIC

• NHSSynth

SYNTHETIC DATA

• Building the Foundations for a Generic Patient Simulator (SynPath)
• Creating a Generic Adversarial Attack for any Synthetic Dataset
• Examining whether recruitment data can, and should, be used to train AI models for shortlisting interview candidates
• Exploring how to create mock patient data (synthetic data) from real patient data
• Building a Tool to Assess the Privacy Risk of Text Data - Extended
• Applying our SynPath Simulator to a Diabetes Pathway
• Investigating Differential Privacy in a Variational AutoEncoder for Synthetic Data Generation
• Developing our SynthVAE code
• Adding a Clinical Focus to Evaluating Multi-Modal Data Representations
• Parkinson's Disease Pathology Prediction
• Developing Artificial Primary Care Records
• Synthetic Data Generation Pipeline

TEXT DATA

• Building a Tool to Assess the Privacy Risk of Text Data
• Building a Tool to Assess the Privacy Risk of Text Data - Extended

TIME SERIES

• Ambulance Handover Delay Predictor
• Renal Health Prediction

UNSTRUCTURED

• AI Assurance Research Path
• Enriching Clinical Coding for Neurology Pathways using MedCAT

UNSTRUCTURED DATA

• How to Assess the Privacy of Unstructured Data
• Building a Tool to Assess the Privacy Risk of Text Data - Extended

URGENT CARE

• Accident and Emergency (A&E) Forecasting Tool

VISUAL DATA

• AI Assurance Research Path

WEBDEV

• AI Dictionary
• Bed allocation
• Data Lens
• Long Stayer Risk Stratification

WIP

• Accident and Emergency (A&E) Forecasting Tool
• AI Assurance Research Path
• Probabilistic Linkage Model
• Data Linkage Community of Practice (DL CoP)
• Quality Assurance Framework for Data Linkage

WORK IN PROGRESS

• Emerging Privacy Enhancing Technologies