“It is definitely a game changer”: A qualitative study of experiences with in-home overnight closed-loop technology among adults with type 1 diabetes
Open accessAbstract
BACKGROUND: This qualitative study explored trial participants' experiences of four nights of in-home closed loop. METHODS: Sixteen adults with type 1 diabetes, who completed a randomized crossover trial, were interviewed after four consecutive nights of closed-loop. Interviews were audio recorded, transcribed, and analyzed with a coding framework developed to identify the main themes. RESULTS: Participants had a mean age of 42 ± 10 years, nine were women; mean diabetes duration was 27 ± 7 years, and all were using insulin pumps. Overall, first impressions were positive. Participants found closed-loop easy to use and understand. Most experienced more stable overnight glucose levels, although for some these were similar to usual care or higher than they expected. Compared with their usual treatment, they noticed the proactive nature of the closed-loop, being able to predict trends and deliver micro amounts of insulin. Most reported technical glitches or inconveniences during one or more nights, such as transmission problems, problematic connectivity between devices, ongoing alarms despite addressing low glucose levels, and sensor inaccuracy. Remote monitoring by the trial team and their own hypoglycemic awareness contributed to feelings of trust and safety. Although rare, safety concerns were raised, related to feeling unsure whether the system would respond in time to falling glucose levels. CONCLUSIONS: This study provides relevant insights for implementation of closed-loop in the real world. For people with diabetes who are less familiar with technology, remote monitoring for the first few days may provide reassurance, strengthen their trust/skills, and make closed-loop an acceptable option for more people with type 1 diabetes.
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DSSs for patients offer an alternative to closed-loop systems because many users do not feel confident using the artificial pancreas.
“These DSSs for patients offer an alternative to closed-loop systems. Indeed, many users do not feel confident about using the artificial pancreas [28,29], as they are concerned about possible errors occurring in the insulin pump and so prefer an open-loop therapy (i.e., a therapy in which the patient manually sets the insulin doses), which can be assisted by a DSS.”
From Advanced Diabetes Management Using Artificial Intelligence and Continuous Glucose Monitoring Sensors (2020) · cites this paper as [28]
Cites
Continuous glucose monitoring and intensive treatment of type 1 diabetes
(2008) · New England Journal of Medicine · doi:10.1056/nejmoa0805017 · Cited by 1,559 · see citing works
Effectiveness of Sensor-Augmented Insulin-Pump Therapy in Type 1 Diabetes
Bergenstal, R. M., Tamborlane, W. V., Ahmann, A., Buse, J. B., Dailey, G., Davis, S. N., Joyce, C., Peoples, T., Perkins, B. A., Welsh, J. B., et al. (2010) · New England Journal of Medicine · doi:10.1056/nejmoa1002853 · Cited by 894 · see citing works
Tanenbaum, M. L., Hanes, S. J., Miller, K. M., Naranjo, D., Bensen, R., & Hood, K. K. (2017) · Diabetes Care · doi:10.2337/dc16-1536 · Cited by 296 · see citing works
Coming of age: the artificial pancreas for type 1 diabetes
Thabit, H., & Hovorka, R. (2016) · Diabetologia · doi:10.1007/s00125-016-4022-4 · Cited by 205 · see citing works
Barnard, K. D., Wysocki, T., Allen, J. M., Elleri, D., Thabit, H., Leelarathna, L., Gulati, A., Nodale, M., Dunger, D. B., Tinati, T., et al. (2014) · BMJ Open Diabetes Research & Care · doi:10.1136/bmjdrc-2014-000025 · Cited by 159 · see citing works
Barnard, K. D., Wysocki, T., Thabit, H., Evans, M. L., Amiel, S. A., Heller, S. R., Young, A. J., & Hovorka, R. (2015) · Diabetic Medicine · doi:10.1111/dme.12706 · Cited by 104 · see citing works
Sharifi, A., de Bock, M. I., Jayawardene, D., Loh, M., Horsburgh, J. C., Berthold, C. L., Paramalingam, N., Bach, L. A., Colman, P. G., Davis, E. A., et al. (2016) · Diabetes Technology & Therapeutics · doi:10.1089/dia.2016.0288 · Cited by 93 · see citing works
Self-citationPsychology, technology, and diabetes management.
Gonder-Frederick, L. A., Shepard, J. A., Grabman, J. H., & Ritterband, L. M. (2016) · American Psychologist · doi:10.1037/a0040383 · Cited by 75 · see citing works
Ziegler, C., Liberman, A., Nimri, R., Muller, I., Klemenčič, S., Bratina, N., Bläsig, S., Remus, K., Phillip, M., Battelino, T., et al. (2015) · Journal of Diabetes Research · doi:10.1155/2015/590308 · Cited by 56 · see citing works
Barnard, K. D., Hood, K. K., Weissberg-Benchell, J. A., Aldred, C., Oliver, N. S., & Laffel, L. M. (2014) · Diabetes Technology & Therapeutics · doi:10.1089/dia.2014.0305 · Cited by 48 · see citing works
Future Acceptance of an Artificial Pancreas in Adults with Type 1 Diabetes
van Bon, A. C., Brouwer, T., von Basum, G., Hoekstra, J. B. L., & DeVries, J. H. (2011) · Diabetes Technology & Therapeutics · doi:10.1089/dia.2011.0013 · Cited by 45 · see citing works
Kropff, J., DeJong, J., del Favero, S., Place, J., Messori, M., Coestier, B., Farret, A., Boscari, F., Galasso, S., Avogaro, A., et al. (2017) · Diabetic Medicine · doi:10.1111/dme.13268 · Cited by 40 · see citing works
Banting Memorial Lecture 2014 Technology and diabetes care: appropriate and personalized
Pickup, J. C. (2014) · Diabetic Medicine · doi:10.1111/dme.12613 · Cited by 21 · see citing works
Technological Advancement in the Treatment of Diabetes—Ignoring Psychosocial Impact at Our Peril
Barnard, K. D., & Oliver, N. S. (2015) · Diabetes Technology & Therapeutics · doi:10.1089/dia.2014.0294 · Cited by 9 · see citing works
Human Factor Considerations for Artificial Pancreas Research
Gonder-Frederick, L. A., Grabman, J. H., & Shepard, J. A. (2016) · Diabetes Technology & Therapeutics · doi:10.1089/dia.2016.0403 · Cited by 8 · see citing works
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Advanced Diabetes Management Using Artificial Intelligence and Continuous Glucose Monitoring Sensors
Vettoretti, M., Cappon, G., Facchinetti, A., & Sparacino, G. (2020) · Sensors · doi:10.3390/s20143870 · Cited by 176 · see citing works
McAuley, S. A., Lee, M. H., Paldus, B., Vogrin, S., de Bock, M. I., Abraham, M. B., Bach, L. A., Burt, M. G., Cohen, N. D., Colman, P. G., et al. (2020) · Diabetes Care · doi:10.2337/dc20-1447 · Cited by 158 · see citing works
Self-citationBraune, K., Lal, R. A., Petruželková, L., Scheiner, G., Winterdijk, P., Schmidt, S., Raimond, L., Hood, K. K., Riddell, M. C., Skinner, T. C., et al. (2022) · The Lancet Diabetes & Endocrinology · doi:10.1016/s2213-8587(21)00267-9 · Cited by 130 · see citing works
Kimbell, B., Lawton, J., Boughton, C. K., Hovorka, R., & Rankin, D. (2021) · BMC Pediatrics · doi:10.1186/s12887-021-02569-4 · Cited by 108 · see citing works
Weissberg-Benchell, J. A., Shapiro, J. B., Hood, K. K., Laffel, L. M., Naranjo, D. M., Miller, K. M., & Barnard, K. D. (2019) · Diabetic Medicine · doi:10.1111/dme.13930 · Cited by 95 · see citing works
Speight, J., Choudhary, P., Wilmot, E. G., Hendrieckx, C., Forde, H., Cheung, W. Y., Crabtree, T., Millar, B., Traviss‐Turner, G., Hill, A., et al. (2023) · Diabetic Medicine · doi:10.1111/dme.14944 · Cited by 92 · see citing works
Self-citationLawton, J., Blackburn, M., Rankin, D., Allen, J. M., Campbell, F., Leelarathna, L., Tauschmann, M., Thabit, H., Wilinska, M. E., Elleri, D., et al. (2019) · Diabetes Technology & Therapeutics · doi:10.1089/dia.2018.0306 · Cited by 75 · see citing works
Natale, P., Chen, S., Chow, C. K., Cheung, N. W., Martinez‐Martin, D., Caillaud, C., Scholes‐Robertson, N., Kelly, A., Craig, J. C., Strippoli, G., et al. (2023) · Journal of Diabetes · doi:10.1111/1753-0407.13454 · Cited by 63 · see citing works
Beato-Víbora, P. I., Gallego-Gamero, F., Ambrojo-López, A., Gil-Poch, E., Martín-Romo, I., & Arroyo-Díez, F. J. (2021) · Diabetes Research and Clinical Practice · doi:10.1016/j.diabres.2021.108986 · Cited by 56 · see citing works
Lawton, J., Kimbell, B., Rankin, D., Ashcroft, N. L., Varghese, L., Allen, J. M., Boughton, C. K., Campbell, F., Randell, T. L., Besser, R. E. J., et al. (2020) · Diabetic Medicine · doi:10.1111/dme.14252 · Cited by 54 · see citing works
Lawton, J., Blackburn, M., Rankin, D., Allen, J., Campbell, F., Leelarathna, L., Tauschmann, M., Thabit, H., Wilinska, M. E., & Hovorka, R. (2018) · Diabetic Medicine · doi:10.1111/dme.13887 · Cited by 54 · see citing works
Burckhardt, M., Fried, L., Bebbington, K. R., Hancock, M., Nicholas, J. A., Roberts, A., Abraham, M. B., Davis, E. A., & Jones, T. W. (2019) · Diabetic Medicine · doi:10.1111/dme.14061 · Cited by 45 · see citing works
O’Donnell, S., Lewis, D. M., Fernández, M. M., Wäldchen, M., Cleal, B. R., Skinner, T. C., Raile, K., Tappe, A., Ubben, T., Willaing, I., et al. (2019) · JMIR Research Protocols · doi:10.2196/15368 · Cited by 38 · see citing works
Kimbell, B., Rankin, D., Hart, R. I., Allen, J. M., Boughton, C. K., Campbell, F., Fröhlich-Reiterer, E. E., Hofer, S. E., Kapellen, T. M., Rami-Merhar, B. M., et al. (2022) · Diabetes Research and Clinical Practice · doi:10.1016/j.diabres.2022.109877 · Cited by 36 · see citing works
Kimbell, B., Rankin, D., Ashcroft, N. L., Varghese, L., Allen, J. M., Boughton, C. K., Campbell, F., Ghatak, A., Randell, T. L., Besser, R. E. J., et al. (2020) · Diabetes Technology & Therapeutics · doi:10.1089/dia.2019.0466 · Cited by 34 · see citing works
McAuley, S. A., de Bock, M. I., Sundararajan, V., Lee, M. H., Paldus, B., Ambler, G. R., Bach, L. A., Burt, M. G., Cameron, F. J., Clarke, P., et al. (2018) · BMJ Open · doi:10.1136/bmjopen-2017-020274 · Cited by 29 · see citing works
Self-citationLawton, J., Blackburn, M., Rankin, D., Werner, C., Farrington, C., Hovorka, R., & Hallowell, N. (2019) · AJOB Empirical Bioethics · doi:10.1080/23294515.2019.1592264 · Cited by 24 · see citing works
Real-World Patient Experience of Long-Term Hybrid Closed-Loop Insulin Pump Use
Wang, L. R., Malcolm, J., Arnaout, A., Humphrey-Murto, S. M., & LaDonna, K. A. (2021) · Canadian Journal of Diabetes · doi:10.1016/j.jcjd.2021.02.006 · Cited by 22 · see citing works
Qualitative Study of User Experiences with Loop, an Open-Source Automated Insulin Delivery System
Suttiratana, S. C., Wong, J. J., Lanning, M. S., Dunlap, A., Hanes, S. J., Hood, K. K., Lal, R., & Naranjo, D. M. (2022) · Diabetes Technology & Therapeutics · doi:10.1089/dia.2021.0485 · Cited by 21 · see citing works
Read, M., Henshaw, K., Zaharieva, D. P., Brown, T. C., Varga, A. E., Bray, C., Cox, M., Goody-Rohdin, P.-J., Hider, K., Jelleyman, P., et al. (2023) · Diabetes Research and Clinical Practice · doi:10.1016/j.diabres.2023.110830 · Cited by 19 · see citing works
Self-citationBraune, K., Krug, N., Knoll, C., Ballhausen, H., Thieffry, A., Chen, Y., O’Donnell, S., Raile, K., & Cleal, B. R. (2021) · Journal of Medical Internet Research · doi:10.2139/ssrn.3946995 · Cited by 16 · see citing works
Múñoz, Ó., Guyatt, G. H., Devji, T., Zhang, Y., Li, S., Alexander, P. E., Henao, D. C., Gomez, A.-M., & Ruiz, Á. J. (2019) · Diabetes Technology & Therapeutics · doi:10.1089/dia.2018.0346 · Cited by 14 · see citing works
Halliday, J. A., Russell‐Green, S., Lam, B., Trawley, S. L., McAuley, S. A., Bach, L. A., Burt, M. G., Cohen, N. D., Colman, P. G., Davis, E. A., et al. (2024) · BMJ Open Diabetes Research & Care · doi:10.1136/bmjdrc-2024-004428 · Cited by 8 · see citing works
Self-citationYuan, C. Y., Kong, Y. W., Amoore, T., Brown, K., Grosman, B., Jenkins, A. J., Jones, H., Kurtz, N., Lee, M. H., MacIsaac, R. J., et al. (2024) · Diabetes Care · doi:10.2337/dc23-2217 · Cited by 8 · see citing works
Self-citationHendrieckx, C., Husin, H. M., Russell‐Green, S., Halliday, J. A., Lam, B., Trawley, S. L., McAuley, S. A., Bach, L. A., Burt, M. G., Cohen, N. D., et al. (2023) · Diabetic Medicine · doi:10.1111/dme.15195 · Cited by 5 · see citing works
Self-citationCleal, B. R., Chen, Y., Wäldchen, M., Ballhausen, H., Cooper, D., O’Donnell, S., Knoll, C., Krug, N., Raile, K., Ubben, T., et al. (2024) · Journal of Medical Internet Research · doi:10.2196/48406 · Cited by 3 · see citing works
Hybrid Closed-Loop Insulin Delivery Systems for People With Type 1 Diabetes
Service, C. H. T. A. (2021) · Canadian Journal of Health Technologies · doi:10.51731/cjht.2021.50 · Cited by 3 · see citing works
Ware, J., Wilinska, M. E., Ruan, Y., Allen, J. M., Boughton, C. K., Hartnell, S., Bally, L., de Beaufort, C. E., Besser, R. E. J., Campbell, F., et al. (2022) · Journal of Diabetes Science and Technology · doi:10.1177/19322968221141924 · Cited by 3 · see citing works
Contemporary Diabetes Technology and the Patient Experience
Everett, E. M., Shaw, E., Escobar, B., Moin, T., & Wisk, L. E. (2026) · JAMA Network Open · doi:10.1001/jamanetworkopen.2026.24260 · Cited by 2 · see citing works
Pasqua, M., Odabassian, M., Tsoukas, M. A., & Haidar, A. (2023) · Journal of Diabetes Science and Technology · doi:10.1177/19322968231176302 · Cited by 2 · see citing works
Papa, G. F. S., Cannarella, R., Finocchiaro, C., Anzaldi, M., Gruttadauria, G., Presti, D. L., Condorelli, R. A., Vignera, S. L., & Calogero, A. E. (2025) · Journal of Diabetes and its Complications · doi:10.1016/j.jdiacomp.2025.108984 · Cited by 2 · see citing works
Toledo‐Chávarri, A., Delgado, J., Padilla-Ruiz, M., & Rodríguez‐Martin, B. (2024) · Nursing and Health Sciences · doi:10.1111/nhs.13177 · Cited by 1 · see citing works
Pasqua, M., Doumat, J., Tsoukas, M. A., & Haidar, A. (2025) · Canadian Journal of Diabetes · doi:10.1016/j.jcjd.2025.10.175 · Cited by 1 · see citing works
Automated Insulin Delivery Beyond Glycemic Outcomes: Endpoints and Evidence
Jones, H. C., Trawley, S. L., Jenkins, A. J., MacIsaac, R. J., Kong, Y. W., Morrison, D., & O'Neal, D. N. (2025) · Diabetes Technology & Therapeutics · doi:10.1177/15209156251390831 · Cited by 1 · see citing works
Self-citationSpeight, J., & Pouwer, F. (2019) · Figshare
Self-citationKimbell, B., Lawton, J., Boughton, C., Hovorka, R., & Rankin, D. (2021) · Figshare · doi:10.6084/m9.figshare.14370967
Kimbell, B., Lawton, J., Boughton, C., Hovorka, R., & Rankin, D. (2021) · Figshare · doi:10.6084/m9.figshare.14370970
- Authors
- Hendrieckx, C., Poole, L. A., Sharifi, A., Jayawardene, D., Loh, M. M., Horsburgh, J. C., Bach, L. A., Colman, P. G., Kumareswaran, K., Jenkins, A. J., MacIsaac, R. J., Ward, G. M., Grosman, B., Roy, A., O'Neal, D. N., & Speight, J.
- Affiliations
- Deakin University (AU)
- St Vincent's Hospital Melbourne (AU)
- The Alfred Hospital (AU)
- The Royal Melbourne Hospital (AU)
- The University of Sydney (AU)
- The University of Melbourne (AU)
- Medtronic (United States) (US)
- Corresponding author
- Hendrieckx, Christel
- ORCID
- Venue
- Diabetes Technology & Therapeutics
- Publisher
- SAGE Publications
- Published
- 2017-07
- Volume
- 19
- Issue
- 7
- Pages
- 410-416
- ISSN
- 1520-9156 (ISSN-L)
- 1557-8593
- OpenAlex
- W2617858914
- Cited by
- 37
- References
- 15
- Citations by year
- 2026: 1 · 2025: 3 · 2024: 4 · 2023: 4 · 2022: 4 · 2021: 8 · 2020: 4 · 2019: 7 · 2018: 2
- FWCI
- 2.81
- Type
- journal article
- Language
- en
- Open access
- green
- figshare.com
- Locations
- Diabetes Technology & Therapeutics (publishedVersion)
- PubMed (publishedVersion)
- Figshare (submittedVersion, cc-by)
- Funders
- Juvenile Diabetes Research Foundation United States of America
- Deakin University
- Topics
- Health Sciences › Medicine › Endocrinology, Diabetes and Metabolism › Diabetes Management and Research
- Health Sciences › Medicine › Endocrinology, Diabetes and Metabolism › Diabetes Management and Education
- Health Sciences › Medicine › Endocrinology, Diabetes and Metabolism › Diabetes Treatment and Management
- Keywords
- type 1 diabetes, artificial pancreas, continuous glucose monitoring, insulin pump, patient experience, remote monitoring, hypoglycemia, technology acceptance
- MeSH terms
- Adult, Blood Glucose, Diabetes Mellitus, Type 1, Female, Humans, Insulin Infusion Systems, Male, Middle Aged, Blood Glucose Self-Monitoring, Cross-Over Studies, Qualitative Research
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