Accuracy and precision of smartwatch for patient monitoring in Out-of-Hospital environment

Carregando...
Imagem de Miniatura
Citações na Scopus
Tipo de produção
conferenceObject
Data de publicação
2023
Título da Revista
ISSN da Revista
Título do Volume
Editora
IEEE
Autores
PRETTO, Lucas Ramos De
SANCHEZ, Fabio Beltrame
Citação
2023 19TH INTERNATIONAL CONFERENCE ON WIRELESS AND MOBILE COMPUTING, NETWORKING AND COMMUNICATIONS, WIMOB, p.68-71, 2023
Projetos de Pesquisa
Unidades Organizacionais
Fascículo
Resumo
Background: Smart watches are already capable of monitoring vital signs such as heart rate and oxygen saturation, however their numerical results can often confuse lay patients, especially the elderly. What would the accuracy results look like if the results were presented in a binary system of normal and abnormal? Aim: Evaluate the accuracy, precision and recall of the results obtained from the perspective of a lay patient. Methods: A single-centre prospective study was carried out, following 80 volunteers in a clinical trial 24 weeks each, accuracy and precision of the equipment under out-of-hospital conditions were evaluated to simulate remote home monitoring. Results: In 35 weeks of clinical study, heartbeat and oxygen saturation was collected from smartwatch and gold standard device simultaneously for 80 volunteers to determine accuracy and precision. Those data were evaluated from the perspective of normal and abnormal and presents a accuracy, precision and recall of 97%, 99% and 97% respectively for heart rate, and 77%, 94% and 81% respectively for oxygen saturation. Conclusion: Based on the results obtained, considering a home environment for layman use, the smartwatch used in this study can provide high accuracy, precision and recall for heart rate and oxygen saturation.
Palavras-chave
smart watch, digital health, telemedicine, wearable, telemonitoring, mobile health, digital platform, clinical intervention, sensitive data, clinical trial
Referências
  1. Abbasi J, 2020, JAMA-J AM MED ASSOC, V324, P2247, DOI 10.1001/jama.2020.23696
  2. Ahn JH, 2021, FRONT NEUROL, V12, DOI 10.3389/fneur.2021.650929
  3. Alpert BS, 2022, J CLIN HYPERTENS, V24, P513, DOI 10.1111/jch.14464
  4. Bin KJ, 2022, JMIR FORM RES, V6, DOI 10.2196/40468
  5. Bin KJ, 2023, PREPRINT
  6. Bumgarner JM, 2018, J AM COLL CARDIOL, V71, P2381, DOI 10.1016/j.jacc.2018.03.003
  7. Dantas EM, 2018, PSYCHOPHYSIOLOGY, V55, DOI 10.1111/psyp.13052
  8. Dunn J, 2018, PERS MED, V15, P429, DOI 10.2217/pme-2018-0044
  9. GOV.UK. Public Health England, 2020, AN ROUT COLL DAT DES
  10. GOV.UK. Public Health England, 2020, EV DIG HLTH PROD
  11. Lee HY, 2021, CLIN HYPERTENS, V27, DOI 10.1186/s40885-020-00158-8
  12. Li JPO, 2021, PROG RETIN EYE RES, V82, DOI 10.1016/j.preteyeres.2020.100900
  13. Quer G, 2021, NAT MED, V27, P73, DOI 10.1038/s41591-020-1123-x
  14. van Helmond N, 2019, HOSP PRACT, V47, P211, DOI 10.1080/21548331.2019.1656991
  15. Vivilaki VG, 2021, EUR J MIDWIFERY, V5, DOI 10.18332/ejm/142571
  16. WHO, 2020, GLOB HLTH EST 2020 D
  17. Zhu TT, 2020, NAT BIOMED ENG, V4, P1125, DOI 10.1038/s41551-020-00659-9
  18. Zugasti Murillo Ana, 2022, Nutr. Hosp., V39, P14, DOI 10.20960/nh.04064