Related Experiment Video
Updated: Nov 5, 2025

Introduction of an Integrated Pathology Image Management, Artificial Intelligence, and Reporting System
Published on: July 11, 2025
Health Care Professional Association Agency in Preparing for Artificial Intelligence: Protocol for a Multi-Case Study
Caitlin Gillan1,2,3, Brian Hodges1,4,5, David Wiljer1,4,5
1Institute of Health Policy, Management, and Evaluation, University of Toronto, Toronto, ON, Canada.
Health professional associations are studying how they adapt to artificial intelligence (AI) by examining sensemaking and change legitimization. This research protocol aims to guide associations in preparing their members for AI integration in healthcare practice.
Area of Science:
- Healthcare innovation
- Professional regulation
- Sociotechnical systems
Background:
- Artificial intelligence (AI) is transforming healthcare, impacting professional roles, training, and regulation.
- Health professional associations play a crucial role in guiding members through AI-driven changes.
- Understanding how these associations navigate AI adoption is vital for future healthcare practice.
Purpose of the Study:
- To present a study protocol examining how health professional associations make sense of and legitimize AI-driven changes.
- To explore strategies associations use to prepare their members for the integration of AI in healthcare.
- To provide a framework for understanding professional adaptation to disruptive technologies.
Main Methods:
- An exploratory multi-case study design utilizing Normalization Process Theory (NPT).
- Data collection through key informant interviews, meeting observations, and document analysis across 4 selected health professional associations.
- Stakeholder network mapping for sensemaking activities and thematic analysis using a hybrid inductive-deductive model.
Main Results:
- Preliminary data includes 17 interviews (15 transcribed) and ongoing document review across 4 associations.
- Cross-case analysis will highlight guidance for AI implementation and NPT application at the macro level.
- Findings will depend on the priority and actions taken by associations regarding AI preparedness.
Conclusions:
- This protocol outlines a case study to understand professional association responses to AI disruption.
- It aims to elucidate the sensemaking and legitimization processes supporting members' adaptation to AI.
- The study will offer insights into managing technological change within professional bodies.
Related Concept Videos
Methods of Documentation VI: Case Management Model
For example, a patient with a chronic...
Healthcare Agencies I
Issues And Trends In Healthcare Delivery System
Cost Containment
Payment for healthcare services has historically promoted adoption of costly and often unnecessary or inefficient...
Healthcare Agencies II
Parish nursing is a growing specialty nursing profession that focuses on holistic healthcare, health promotion, and illness prevention. It blends professional nursing practice with a health ministry, focusing on health and healing within the context of a Christian community. Parish nurses serve as health educators, referral sources,...
Interdisciplinary Care: The Health Care Team-I
Physicians
The physician's primary responsibility is to diagnose illness and direct the medical or surgical treatment of the condition. The authority to admit patients to a healthcare agency or institution and practice care within that setting is granted to physicians by the healthcare agency or institution...
Current Trends in Nursing II

