Real-World Evaluation of the Eye+Dot Online Triage Support Tool in Community Optometry Practices: Mixed Methods Evaluation Study
Abstract
Background: Many patients attending hospital emergency services with recent-onset eye symptoms could have been managed in the community. This may reflect a lack of specialist experience or triage capacity among primary care providers. Online triage tools collect patient symptomatology and relevant ophthalmic and medical history virtually, compile a report, and suggest an outcome decision which can support the streaming and direction of patients to a suitable service within an appropriate timeframe. Objective: Our objectives were to implement and analyze the real-world use of a novel online triage tool in a community optometry setting. Methods: This was a real-world mixed methods evaluation of a web app "eye+dot" (Cambridge Medical Innovation Ltd), which uses a conditional logic multiple-choice questionnaire to produce a symptom report and automated triage recommendation. A preimplementation survey was used to gather views regarding current triage practices and interest in trialing an online triage tool among community optometrists. The app was then implemented in participating practices, with optometrists receiving the symptom report but not the automated triage disposition. The sensitivity and specificity of optometrists and the app at identifying urgent cases (those requiring specialist examination within 24 h) were compared to a gold standard, generated by retrospective review of the symptom reports by hospital specialists. Metadata including patient age, test duration, and usability feedback from patients and optometry staff were analyzed. Results: Seven optometry practices trialed the app over 5 months. Records of 209 patients with a mean age of 53.5 (SD 17.5; range 13-90) years were analyzed. Three patients with potentially sight- or life-threatening symptoms (as defined by Royal College of Ophthalmologists guidelines) received appropriate urgent hospital dispositions by both optometrists and eye+dot. The app's automated disposition had similar sensitivity to optometry triage (75.5% vs 77.3% respectively; P=.99) but significantly better specificity (82.7% vs 54.4%; P
Fields of Study & Subjects
Traumatic Ocular and Foreign Body Injuries
Retinopathy of Prematurity Studies
Child Abuse and Related Trauma
Publication details
- Journal / source
- JMIR Human Factors
- Publisher
- JMIR Publications Inc.
- Volume
- 13
- Pages
- e77278–e77278
- Publication date
- 9 February 2026
- Language
- EN