Healthcare Informatics Assignment: Discuss An AI Application For Medical Imaging

Published: 29 May, 2025
Category Assignment Subject Science
University ___ Module Title Healthcare Informatics
Count Words: 1500 words
Academic year: 2025

Learning Outcomes: Discuss An AI Application For Medical Imaging

  • Understand clinic use
  • Know dataset quality and diversity
  • Explore performance metrics
  • Know validation strategies
  • Find clinic evaluation
  • Apply ethical and regulatory requirements
  • Deploy an application in the real world

Requirements

  • Each student will select one AI application for medical imaging
  • Evaluate and summarize the application based on the 7 key points in the previous slide
  • If the information of a key point is not available yet, you should discuss how it can be done with references to relevant AI applications.
  • Word limit: max 1500 words; figures, graphs, tables, illustrations, in-text citations, references, etc. are not counted for the limit; penalty applies if exceeding the limit

Requirements

  • uAI recommended – demo access is provided
  • Other AI applications acceptable
  • Address the 7 key points given in the guidelines
  • Rephrase essential concepts to show your understanding, e.g. performance metrics
  • Use section titles as recommended: The scope of application, Training datasets, Performance metrics, validations, Clinical evaluation outcome, Ethical and regulatory, Deployment and improvement, Reference

Are You Looking for Answer of This Assignment

Order Non Plagiarized Assignment

1. The Scope Of Application

  • Imaging modality, e.g. CT, MRI, X-ray, Angio etc.
  • Patient population, pediatric vs adult, inpatient vs outpatient etc.
  • Use conditions: e.g. lesion detection, scoliosis analysis, bone age assessment, fractures, pneumonia, PE, ICH, etc.

Healthcare Informatics Assignment

2. Dataset Quality And Diversity

  • Number of image, age-range, race-range, to represent the target population
  • Annotation quality, e.g. ground truth was established by experts (radiologists)
  • Bias assessment, e.g. demographic variation, equipment differences

3. Performance Metrics

Healthcare Informatics Assignment

4. Validation Strategy

  • Internal validation: the same dataset was used for the training and validation
  • External validation: the training dataset is different from the validation dataset, e.g. from different institutions or populations
  • Cross-validation: the dataset was split into multiple parts and training was done multiple times

Healthcare Informatics Assignment

5. Clinical Evaluation

  • Expert studies: AI performance vs the experts (radiologists)
  • Workflow integration: Evaluate how AI fits the clinical workflows
  • Decision support: Assess and quantify what AI improves/brings to the clinical practices, e.g., reduce workload, improve workflow, provide better confidence, etc.

Healthcare Informatics Assignment

6. Regulatory And Ethical Considerations

  • Compliance: HAS (Singapore), FDA (USA), NMPA (China) CE Mark (European), Number of image, age-range, race-range, to represent the target population
  • Transparency: How are the AI decisions understood?
  • Data privacy: compliance with PDDA, HIPPA, GDPR, PIPL, etc

7. Real-World Deployment

  • Pilot studies: deploy the application in a limited clinical setting
  • Monitoring: Track performance over time and across different settings
  • Feedback loop: Incorporate clinician feedback for continuous improvements

Healthcare Informatics Assignment

8. References

Mendeley 

  • APA 7th Edition
  • In-text citations whenever appropriate to avoid plagiarism
  • A list of references at the end
  • The words of references and in-text citations are excluded from the word limit
  • Recommendation: Use Mendeley reference manager or Endnote to help you manage references; Mendeley reference manager is free.

Grading Rubric – Healthcare Informatic Assignment

Healthcare Informatics Assignment

Buy Answer of This Assignment & Raise Your Grades

Request to Buy Answer

Are you trying to find a solution for the Healthcare Informatics Assignment: Discuss An AI Application For Medical Imaging? You are at the right place. Our platform provides the best assignment help. We have talented writers who can provide assignments without any plagiarism and 100% original content. You are confident that our Healthcare Assignment Help services will make you productive and help you achieve high grades in your academic year. No doubt about it! We also provide free sample assignments for your guidance. Contact us now.

Workingment Unique Features

Hire Assignment Helper Today!


Latest Free Samples for University Students

LAA127/LAA127C Contract Law Assignment Coursework Sample 2025

Category: Coursework Example

Subject: Law

University: Swansea University

Module Title: LAA127/LAA127C Contract Law

View Free Samples

MGT4541 Strategy, Leadership and Management of Organisations Assignment 3 Example

Category: Assignment

Subject: Management

University: Middlesex University

Module Title: MGT4541 Strategy, Leadership and Management of Organisations

View Free Samples

DGM22702 Digital Consumer Journey Project Example 2025-26 | RUL

Category: Assignment

Subject: Computer Science

University: Ravensbourne University London

Module Title: DGM22702 Digital Consumer Journey

View Free Samples

LD7201 Academic and Employability Skills and Research Methods and Masters Dissertation Example

Category: Assignment

Subject: Education

University: Northumbria University

Module Title: LD7201 Academic and Employability Skills and Research Methods and Masters Dissertation

View Free Samples

COS7051-B Cyber Physical Systems Security Assignment Sample | UOB

Category: Assignment

Subject: Computer Science

University: University of Bradford

Module Title: COS7051-B Cyber Physical Systems Security

View Free Samples
Online Assignment Help in UK