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10th Edition of

Nursing World Conference

October 22-24, 2026

NWC 2026

Trust is a competency: Preparing the nursing workforce to question, verify, and lead AI

Speaker at Nursing Conferences - Irina Koyfman
Affinity Expert, LLC, United States
Title : Trust is a competency: Preparing the nursing workforce to question, verify, and lead AI

Abstract:

Background: Artificial intelligence is entering clinical care faster than the nursing workforce is being prepared to use it. Predictive risk scores, early warning algorithms, ambient documentation, and triage chatbots now sit inside everyday nursing practice. Yet adoption is treated as a technology problem, when in fact it is a trust problem. Nurses either over rely on tools they do not understand or reject them outright. Both responses put patients at risk. Trust should not be a feeling that automation earns by default. It should be a teachable, assessable professional competency.

Aim: This presentation reframes trust as a core competency and offers a practical framework that prepares nurses to question, verify, and lead the AI tools used in clinical care, rather than passively consume their output.

Approach: Drawing on an established nursing AI competency framework and current evidence on automation bias and algorithmic safety, the framework defines what trustworthy engagement looks like at the bedside and maps each capability to a concrete nursing touchpoint, from admission risk scoring to discharge planning and follow up. This approach is grounded in the American Nurses Association position on the ethical use of artificial intelligence in nursing practice and the 2025 Code of Ethics for Nurses, which call on nurses to critically question the assumptions behind these technologies and to keep clinical judgment central.
The Competency Domains:
• Question: Recognizing what an AI tool can and cannot do, and identifying when its recommendation conflicts with clinical judgment.
• Verify: Checking AI output against the patient in front of you, spotting automation bias, and knowing when to override.
• Lead: Advocating for safe implementation, surfacing bias that harms underserved patients, and giving frontline feedback that shapes procurement and policy.

Audience Take Away Notes:
• Attendees will be able to describe trust in AI as a measurable nursing competency rather than an attitude.
• Attendees will be able to apply a question, verify, and lead approach to AI tools in their own clinical setting.
• Attendees will be able to identify their role as the human safeguard against algorithmic error and bias.
• Nurse educators and leaders can use the framework to build AI competency into orientation, continuing education, and competency assessment.
• The model is transferable across practice areas and gives faculty and researchers a structure for teaching and studying safe AI adoption in nursing.

Conclusion: Safe AI in nursing care will not come from better algorithms alone. It will come from a workforce equipped to challenge them. Positioning trust as a competency gives nursing leaders a concrete, transferable way to protect patients while embracing innovation.

Biography:

Koyfman is an enthusiastic and emotionally intelligent Nurse Practitioner with 25 years of nursing and 15 years of executive experience with excellent communication skills. She presents with the sense of humor and practical examples. Koyfman is a Subject Matter Expert in Chronic Care Management, and Care Coordination, Remote Patient Monitoring, Emotional Intelligence, and Stress Management and Resilience. She has a history of establishing 4 successful healthcare ventures, where she drove significant operational growth (up to1,000%), built successful teams with high retention rates, and improved patient satisfaction and patient outcomes. She is a frequent presenter at multiple conferences. As a founder of Affinity Expert, a healthcare consulting company, she has been consulting primary care providers on all aspects of CCM, RPM and Stress Management and its successful clinical, operational, and financial implementation. She has created a growing community of clinicians through her CCM/RPM groups on Facebook and LinkedIn where she provides free information and education to providers. She loves to give back and volunteers on multiple boards along with hands on volunteer work.

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