Data Analytics for Unstructured Clinical Case Notes

Clinical case notes are vital to delivering high-quality, coordinated patient care and optimising resources across the health economy. Yet case notes are unstructured and are often housed in incompatible record-keeping siloes, making the information unavailable for the sophisticated presentation and analysis that structured electronic medical record (EMR) systems can provide.

Advances in big data analytics show the potential to capture clinically and operationally relevant information from diverse sources of unstructured clinical case notes. This analysis, presented in easy-to-grasp, clinical decision-support portals, can support clinical and operational improve ments that may help:

  • Provide a more comprehensive longitudinal view of patients' lives and health, enabling clinicians and organisations to deliver more personalised, higher quality care
  • Offer system-wide opportunities to enhance operational efficiency, improve resource utilisation, and benefit the nation's health economy
  • Increase the satisfaction and safety of patients and clinicians

A collaborative proof-of-concept (POC) amongst the North East London National Health Service (NHS) Foundation Trust (NELFT), Intel Corporation, and Santana Big Data Analytics (Santana BDA) Ltd has demonstrated a practical, affordable approach to extracting relevant information from large volumes of clinical case notes. This paper describes the POC and suggests next steps for healthcare systems that want to use next-generation data analytics to improve healthcare.

Download: Data Analytics for Unstructured Clinical Case Notes (.pdf, 706 KB).

Download from eHealthNews.eu: Data Analytics for Unstructured Clinical Case Notes (.pdf, 706 KB).

Most Popular Now

AI Catches One-Third of Interval Breast …

An AI algorithm for breast cancer screening has potential to enhance the performance of digital breast tomosynthesis (DBT), reducing interval cancers by up to one-third, according to a study published...

Researchers Create 'Virtual Scienti…

There may be a new artificial intelligence-driven tool to turbocharge scientific discovery: virtual labs. Modeled after a well-established Stanford School of Medicine research group, the virtual lab is complete with an...

AI also Assesses Dutch Mammograms Better…

AI is detecting tumors more often and earlier in the Dutch breast cancer screening program. Those tumors can then be treated at an earlier stage. This has been demonstrated by...

RSNA AI Challenge Models can Independent…

Algorithms submitted for an AI Challenge hosted by the Radiological Society of North America (RSNA) have shown excellent performance for detecting breast cancers on mammography images, increasing screening sensitivity while...

AI could Help Emergency Rooms Predict Ad…

Artificial intelligence (AI) can help emergency department (ED) teams better anticipate which patients will need hospital admission, hours earlier than is currently possible, according to a multi-hospital study by the...

Head-to-Head Against AI, Pharmacy Studen…

Students pursuing a Doctor of Pharmacy degree routinely take - and pass - rigorous exams to prove competency in several areas. Can ChatGPT accurately answer the same questions? A new...

NHS Active 10 Walking Tracker Users are …

Users of the NHS Active 10 app, designed to encourage people to become more active, immediately increased their amount of brisk and non-brisk walking upon using the app, according to...

New AI Tool Illuminates "Dark Side…

Proteins sustain life as we know it, serving many important structural and functional roles throughout the body. But these large molecules have cast a long shadow over a smaller subclass...

The Human Touch of Doctors will Still be…

AI-based medicine will revolutionise care including for Alzheimer’s and diabetes, predicts a technology expert, but it must be accessible to all patients. Healing with Artificial Intelligence, written by technology expert Daniele...

Deep Learning-Based Model Enables Fast a…

Stroke is the second leading cause of death globally. Ischemic stroke, strongly linked to atherosclerotic plaques, requires accurate plaque and vessel wall segmentation and quantification for definitive diagnosis. However, conventional...

Brain Imaging may Identify Patients Like…

By understanding differences in how people’s brains are wired, clinicians may be able to predict who would benefit from a self-guided anxiety care app, according to a new analysis from...

Stepping for Digital Rewards

Walking is well known to have significant health benefits, but few people achieve the daily recommended steps. Fortunately, mobile health (mHealth) applications have emerged as promising tools to promote physical...