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Turner J, Knowles E, Simpson R, et al. Impact of NHS 111 Online on the NHS 111 telephone service and urgent care system: a mixed-methods study. Southampton (UK): NIHR Journals Library; 2021 Nov. (Health Services and Delivery Research, No. 9.21.)

Cover of Impact of NHS 111 Online on the NHS 111 telephone service and urgent care system: a mixed-methods study

Impact of NHS 111 Online on the NHS 111 telephone service and urgent care system: a mixed-methods study.

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Appendix 2Summary of references included in the digital symptom checkers literature review

TABLE 27

Summary of papers included in the review of digital symptom checkers

First author year, countryStudy designPopulation and settingPurpose of studyMain outcomesMain findings
Donovan, 2020, UK41Systematic reviewSR to assess digital interventions designed to help parents decide whether to seek treatment or self-care for children with acute illnessWhether or not digital interventions reduced urgent care service useThree studies included. For self-triage interventions, sensitivity and specificity of one was 84% and 74% compared with nurse triage and sensitivity was 93.3% and specificity 13% for another when compared with need for ED intervention. No intervention reduced need for urgent care services
Aboueid, 2019, Canada42Scoping reviewGeneral population. Digital platforms using artificial intelligence algorithms for self-diagnosisTo map the scope of digital platforms using artificial intelligence for diagnosis and identify knowledge gapsAccuracy; regulation; sociological factors; user experience; privacy and security; ethics; design19 studies included. Accuracy varied substantially depending on disease and type of platform. Women and more highly educated more likely to choose correct diagnosis from potential options. More likely to be used by those with no access to health care or a stigmatising condition. Regulation lacking
Gottliebsen, 2020, Sweden43Systematic reviewPrimary care. Use of digital triage tools by patients accessing primary careTo explore the evidence on features and benefits of patient-operated primary care triage toolsEfficacy; tool type; factors associated with successful implementation; risk factors17 studies included. Limited evidence on actual benefits and performance of tools. Available symptom checkers seem to be risk averse and need more real-world testing. Risk of increased or redistribution of workloads. Evaluation guidelines and regulation need development
Berry, 2019, USA44Retrospective observationalCase records of 168 patients with HIV or hepatitis C attending EDTo test the diagnostic and triage accuracy of five symptom checkers for HIV/hepatitis CSymptom checker diagnostic accuracy, differential diagnosis and triage advice compared with ED physician diagnosisAll symptom checkers had poor diagnostic accuracy for correct diagnosis listed in top 1, top 3, top 10 or any listing of differential diagnosis (< 20%, < 35%, < 40% and < 45%, respectively) with significant variation between tools. For triage, a significantly higher proportion of hepatitis C found with emergent criteria than HIV (59.7% vs. 35.6%). Symptom checker diagnostic capability inferior to physician diagnosis
Yu, 2019, Hong Kong45Retrospective observational100 random case records for patients attending EDTo test triage accuracy of two online SCsSensitivity, sensitivity for emergency cases and specificity of SC compared with ED nurse decisionOne SC had overall better sensitivity than the other (74% vs. 50%); sensitivity for emergency conditions was poorer (70% vs. 45%), with low negative predictive value (43% vs. 24%). Current SCs are unsuitable alternatives to ED triage protocols
Hill, 2020, Australia46Experimental study48 medical condition vignettes used in 36 SC tools (1700 diagnosis tests, 688 triage tests)To determine the quality of diagnostic and triage advice provided by digital SCAccuracy of diagnosis and triage adviceFor 27 diagnostic SCs, correct diagnosis listed first in 36% of tests, in the top three results in 52% and in the top 10 results in 58%. SCs using artificial intelligence algorithms listed the correct diagnosis first in 46% of tests compared with 32% for other types of SC. Rate of first correct result varied from 12% to 61%. 19 triage SCs provided correct advice for 49% of tests. Emergency care (63%; 95% CI 52% to 71%) and urgent care vignette tests provided more appropriate advice (63% and 56%) compared with advice for non-urgent and self care (30% and 40%). Quality of advice provided by SCs is variable; triage advice is risk averse and more likely to recommend higher-level care than needed
Berry, 2020, USA47Prospective observational116 patients attending outpatients clinic with coughTo test diagnostic accuracy of three SCDiagnostic accuracy of SC alone compared with physician using SC information and three physicians using SC information and clinic notesFor SC only correct diagnosis identified first in list 34.5–16.4% and in top 3 71.6–31%. Mean correct diagnosis first in list 26.4% for SC only, 29.9% for physician using SC information only and 52.6% for physician using SC information and clinic notes. Variation in accuracy between physicians but overall diagnostic accuracy is superior with a combination of SC and physician review
Judson, 2020, USA48Prospective observational950 primary care patients (1159 contacts) in one university health systemTo test a rapidly developed online self-triage and scheduling tool for patients with potential COVID-19Accuracy of triage; triage time; face-to-face contactsFor symptomatic patients, sensitivity and specificity of detecting need for emergency care was 87.5% and 76.2%, respectively. Sensitivity and specificity of detecting need for self-care was 53.7% and 89.5%, respectively; 61% of asymptomatic patients had no health service contacts within 48 hours. For clinician appointments, time was significantly shorter from start of self-triage to appointment using the online tool than calling a hotline (median 2 minutes vs. 2 hours 15 minutes). Self-triage tools have potential to improve triage efficiency and reduce unnecessary clinic visits

HIV, human immunodeficiency virus; SC, symptom checker; SR, systematic review.

Copyright © 2021 Turner et al. This work was produced by Turner et al. under the terms of a commissioning contract issued by the Secretary of State for Health and Social Care. This is an Open Access publication distributed under the terms of the Creative Commons Attribution CC BY 4.0 licence, which permits unrestricted use, distribution, reproduction and adaption in any medium and for any purpose provided that it is properly attributed. See: https://creativecommons.org/licenses/by/4.0/. For attribution the title, original author(s), the publication source – NIHR Journals Library, and the DOI of the publication must be cited.
Bookshelf ID: NBK575179

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