Discussions – 2.3 | Monitoring & Optimization – AIiHC ORG

Toggle Side Panel

Home
About Us

Our Story
Community

1. Stakeholder Connect

1.1 Clinician's forum

1.2 Healthcare leaders

1.3 AI Innovators & Developers

1.4 Policy, Regulatory experts

1.5 IT & Infrastructure Management

1.6 Industry & Solution Providers

1.7 Patients & Caregivers

2. AI Adoption cycle

2.1 Exploration and Readiness

2.2 Implementation & Integration

2.3 Monitoring & Optimization

2.4 Future & Emerging AI

3. Ethics & Governances

3.1 Ethical AI & Fairness

3.2 Data Governance & Security

3.3 Regulatory Landscape

3.4 Standards and Best Practices

4. Clinical Domains

4.1 Medical AI

4.2 Surgical AI

4.3 Diagnostic Imaging AI

4.4 Primary Care & Family Medicine

4.5 Medical and Behavioural Health

4.6 Drug Discovery & Pharma

4.7 Public & Population Health

4.8 Hospital System Operations

5. Academics

5.1 Research Project Collaboration

5.2 Grant & Funding Opportunities

5.3 Clinical Trials & Academic Studies

5.4 University & Institution Connect

5.5 Research Methodologies & Tools

5.6 Education & Workforce development

6. Industry Exchange

6.1 AI Application Vendors

6.2 Platform & Infrastructure Providers

6.3 Implementation & Consultancy Partners

6.4 MedTech, Pharma & Device Innovators

6.5 Responsible Industry Practices
Discussions
Contact us

Sign in

Search for:

Home
About Us
Community
Discussions
Contact us

Search for:

2.3 | Monitoring & Optimization

Public AI Adoption Cycle

Public AI Adoption Cycle

Active 3 months ago

Purpose: For ensuring the ongoing performance, safety, value, and continuous improvement of deployed... View more

Public AI Adoption Cycle

Organizer:

Organized by

Group Description

Purpose: For ensuring the ongoing performance, safety, value, and continuous improvement of deployed AI systems in healthcare.

Description: This group focuses on the post-implementation phase of AI adoption, addressing how to continuously track, evaluate, refine, and maintain AI solutions to ensure they remain effective, safe, and valuable over time.

Intended Use: For discussing methodologies for monitoring AI model drift, evaluating real-world ROI, managing updates, and ensuring the long-term reliability and ethical performance of deployed AI systems.

Limitations: Not for initial implementation planning (2.2) or AI model development (1.3). Focus is on post-deployment management and refinement.

Key Activities:
Defining and tracking key performance indicators (KPIs) for deployed AI.
Discussing strategies for detecting and addressing AI model drift.
Planning for continuous feedback loops and iterative improvements for AI solutions.
Establishing protocols for post-deployment surveillance and safety monitoring.

Potential Users: Healthcare Leader/Administrator, IT & Infrastructure Professional, AI Innovator/Developer, Clinician/Practitioner.

Possible Discussions: “How do we monitor the long-term accuracy of our AI diagnostic tool?”, “Strategies for continually improving AI performance based on real-world data,” “What are the ethical considerations in post-deployment AI monitoring?”

Other Important Notes: This group addresses the critical challenge of maintaining AI efficacy and safety beyond initial deployment.

Leave Group

Are you sure you want to leave ?

Cancel Confirm

Subgroups
Feed
Members
Documents
Discussions

All Discussions
Sorry, there were no discussions found.

You must be logged in to create new discussions.

© 2025 - AI Healthcare Community

Disclaimer
Rules And Regulation
Community Guidelines
Terms of Use
Privacy Policy

Report

There was a problem reporting this post.

Harassment Harassment or bullying behavior

Inappropriate Contains mature or sensitive content

Misinformation Contains misleading or false information

Offensive Contains abusive or derogatory content

Suspicious Contains spam, fake content or potential malware

Other

Report note

Block Member?

Please confirm you want to block this member.

You will no longer be able to:

See blocked member's posts
Mention this member in posts
Invite this member to groups
Message this member
Add this member as a connection

Please note: This action will also remove this member from your connections and send a report to the site admin. Please allow a few minutes for this process to complete.

Report

You have already reported this .