JMA Journal

Figure 1. AI co-pilot system workflow for nurse-led reminiscence therapy.
Verified patient data are curated into a clinician-approved “memory set” used for grounded drafting. Nurses apply decision gates (grounding, emotional/cultural safety, and clinical appropriateness) and determine whether to approve, edit, reject, or stop and escalate (distress or low confidence); no patient-facing content is delivered without nurse approval. Engagement signals are optional and intended for post-session clinician review. An audit log records suggested, edited, and delivered content to support accountability and incident review.
AI: artificial intelligence.