Describe novel methods of improvement

Reference no: EM133567092

The digital health landscape is evolving at an unprecedented pace, and one area that requires particular attention is the querying and exploration of the detail within electronic medical records (EMRs). Large Language Models (LLM), have amazing potential in this space however it is difficult to directly question the knowledge contained within an LLM. Benchmarks show LLMs have significant gaps in the comprehension of factual data and it's difficult to reason about concepts such as time. They are also prone to hallucinations (generation of false or misleading information) and vary in their results for the same queries. Inaccurate or incomplete querying of EMRs can have significant implications for patient care and health outcomes. This assignment aims to investigate how LLMs can be made to enhance the reliability, accuracy and consistency of querying medical records; to enhance reasoning skills concerning abstract ideas and comprehension of factual data; and to reduce misinformation events such as hallucinations.

• The current state of industry and technical challenges of using LLMs for EMR queries including their susceptibility against common types of errors or malfunctions

• Describe novel methods of improvement to LLM techniques for more reliable EMR queries

• Consider in greater detail how interactions between LLMs and knowledge graphs can particularly be used to improve reasoning and comprehension of the factual data contained within the EMR record

• Identify further barriers and future system integration challenges to using these methods described above for querying EMR systems within the healthcare domain

You are also required to write a personal reflection on your experience and what particular knowledge you may have gained by doing this research essay.

Reference no: EM133567092

Questions Cloud

Musculoskeletal pathophysiologic processes : Both the neurological and musculoskeletal pathophysiologic processes that would account for the patient presenting these symptoms

How have elected reserves have changed since the gulf war : How have elected reserves have changed since the Gulf War (1990-1991), and how these changes created the need for support services?

Discuss three reasons for equine lameness : Discuss three reasons for equine lameness. What are the underlying cause(es) that result in lameness? What is the prognosis for each lameness diagnosis

Discuss a particular aspect of the religion that you found : Select and discuss a particular aspect of the religion that you found especially insightful, helpful, problematic or puzzling.

Describe novel methods of improvement : Describe novel methods of improvement to LLM techniques for more reliable EMR queries - Identify further barriers and future system integration challenges

Explain a mean or disappointing behavior : Analyze the attributional patterns you use to explain a mean or disappointing behavior by a 1) good friend and 2) by someone whom you do not like.

Explain the benefits of ethics with two specific examples : Explain the benefits of ethics with two specific examples. Discusses how selective ethics can guide rational decision-making and provides two specific examples

What your classmates have had to say what have you learned : Reflect on any phrase that stands out to you and why? After reading what your classmates have had to say, what have you learned if anything?

Evaluate your own current health status : Evaluate your own current health status by as many of the health status categories included below as you can and describe the results

User Account

All Pages