Background: Automated insulin delivery (AID) systems improve glycemic outcomes, but the roles of user interaction and insulin pump settings in these findings remain underexplored. Objective: To investigate how AID initiation influenced glycemic outcomes over a year and assess the impact of user behavior and insulin pump settings. Methods: This was a retrospective observational study on real-world data from 156 pediatric individuals initiating AID (Tandem Control-IQ or MiniMedTM 780G). Data collected at baseline and a year following AID initiation included measures of glycemic outcomes, user interaction (e.g., daily meals, carbohydrates, and user-initiated insulin bolus), and insulin pump settings. Results: Percentage of time in range (TIR: 3.9-10.0 mmol/L) improved after AID initiation and remained stable over the follow-up year (baseline: 61.9% vs. month 12: 69.1%, P < 0.001). The percentage of individuals reaching target (TIR >70%) declined after an initial increase (baseline: 29.5% vs. month 1: 60.0% vs. month 12: 43.7%, P < 0.005). The predefined measures for user interaction also increased over a year, such as user-initiated insulin boluses (baseline: 53.7% of total daily dose [TDD] vs. month 12: 59.9% of TDD, P = 0.034), reduced carbohydrate intakes relative to body weight (baseline: 5.0 g/[kg<middle dot>d] vs. month 12: 4.6 g/[kg<middle dot>d], P = 0.004), and longer active continuous glucose monitoring (CGM) wear time (baseline: 87.2% vs. month 12: 94.1%, P = 0.011). A positive association between TIR and daily registered meals (P < 0.001) and daily registered carbohydrates (P = 0.003) was found in the multivariate analysis while adjusting for insulin pump settings and total daily insulin dose. Conclusion: Glycemic outcomes improved 12 months after AID initiation and were positively associated with the number of meal announcements and daily carbohydrates registered in the pump. User-initiated bolus insulin and percentage of active CGM wear time had no impact on AID performance. Our findings emphasize the importance of continuous assessment of diabetes management, even with advanced technology, as user engagement remains crucial.
机构:
Western Univ, Lawson Heath Res Inst, Dept Med, Div Cardiol, London, ON N6A 5A5, Canada
Inst Clin Evaluat Sci, London, ON N6A 5W9, Canada
Western Univ, Dept Epidemiol & Biostat, London, ON N6A 5C1, CanadaWestern Univ, Lawson Heath Res Inst, Dept Med, Div Cardiol, London, ON N6A 5A5, Canada
Suskin, Neville G.
Shariff, Salimah Z.
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Inst Clin Evaluat Sci, London, ON N6A 5W9, CanadaWestern Univ, Lawson Heath Res Inst, Dept Med, Div Cardiol, London, ON N6A 5A5, Canada
Shariff, Salimah Z.
Garg, Amit X.
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机构:
Inst Clin Evaluat Sci, London, ON N6A 5W9, Canada
Western Univ, Dept Epidemiol & Biostat, London, ON N6A 5C1, Canada
Western Univ, Dept Med, Div Nephrol, London, ON N6A 5W9, CanadaWestern Univ, Lawson Heath Res Inst, Dept Med, Div Cardiol, London, ON N6A 5A5, Canada
Garg, Amit X.
Reid, Jennifer
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Inst Clin Evaluat Sci, London, ON N6A 5W9, CanadaWestern Univ, Lawson Heath Res Inst, Dept Med, Div Cardiol, London, ON N6A 5A5, Canada
Reid, Jennifer
Unsworth, Karen
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机构:
St Josephs Hlth Care, London, ON N6A 4V2, CanadaWestern Univ, Lawson Heath Res Inst, Dept Med, Div Cardiol, London, ON N6A 5A5, Canada
Unsworth, Karen
Prior, Peter L.
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机构:
Western Univ, Dept Psychol, Lawson Heath Res Inst, London, ON N6A 4V2, CanadaWestern Univ, Lawson Heath Res Inst, Dept Med, Div Cardiol, London, ON N6A 5A5, Canada
Prior, Peter L.
Alter, David
论文数: 0引用数: 0
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机构:
Inst Clin Evaluat Sci, London, ON N6A 5W9, Canada
Univ Hlth Network, Toronto Rehabil Inst, Cardiovasc Prevent & Rehabil Program, Toronto, ON M4G 2V6, Canada
Univ Toronto, Dept Med, Toronto, ON M5T 3M6, Canada
Univ Toronto, Inst Hlth Policy Management & Evaluat Hlth Policy, Toronto, ON M5T 3M6, CanadaWestern Univ, Lawson Heath Res Inst, Dept Med, Div Cardiol, London, ON N6A 5A5, Canada
机构:
St Marianna Univ, Div Metab & Endocrinol, Dept Internal Med,Sch Med, Yokohama City Seibu Hosp,Asahi Ku, 1197-1 Yasashicho, Yokohama, Kanagawa 2410811, JapanSt Marianna Univ, Div Metab & Endocrinol, Dept Internal Med,Sch Med, Yokohama City Seibu Hosp,Asahi Ku, 1197-1 Yasashicho, Yokohama, Kanagawa 2410811, Japan
Katabami, Takuyuki
Eriksen, Kirsten T.
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机构:
Novo Nordisk AS, Soborg, DenmarkSt Marianna Univ, Div Metab & Endocrinol, Dept Internal Med,Sch Med, Yokohama City Seibu Hosp,Asahi Ku, 1197-1 Yasashicho, Yokohama, Kanagawa 2410811, Japan
Eriksen, Kirsten T.
Yamamoto, Yuiko
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Novo Nordisk Pharma Ltd, Tokyo, JapanSt Marianna Univ, Div Metab & Endocrinol, Dept Internal Med,Sch Med, Yokohama City Seibu Hosp,Asahi Ku, 1197-1 Yasashicho, Yokohama, Kanagawa 2410811, Japan
Yamamoto, Yuiko
Ishigaki, Yasushi
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h-index: 0
机构:
Iwate Med Univ, Div Diabet Metab & Endocrinol, Morioka, Iwate, JapanSt Marianna Univ, Div Metab & Endocrinol, Dept Internal Med,Sch Med, Yokohama City Seibu Hosp,Asahi Ku, 1197-1 Yasashicho, Yokohama, Kanagawa 2410811, Japan
机构:
East Sussex Healthcare NHS Trust, Conquest Hosp Hastings, Dept Cardiol, St Leonards On Sea, E Sussex, EnglandEast Sussex Healthcare NHS Trust, Conquest Hosp Hastings, Dept Cardiol, St Leonards On Sea, E Sussex, England
Gerber, Robert T.
Arri, Satpal S.
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East Sussex Healthcare NHS Trust, Conquest Hosp Hastings, Dept Cardiol, St Leonards On Sea, E Sussex, EnglandEast Sussex Healthcare NHS Trust, Conquest Hosp Hastings, Dept Cardiol, St Leonards On Sea, E Sussex, England
Arri, Satpal S.
Mohamed, Mohamed O.
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East Sussex Healthcare NHS Trust, Conquest Hosp Hastings, Dept Cardiol, St Leonards On Sea, E Sussex, EnglandEast Sussex Healthcare NHS Trust, Conquest Hosp Hastings, Dept Cardiol, St Leonards On Sea, E Sussex, England
Mohamed, Mohamed O.
Dhillon, Gurpreet
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East Sussex Healthcare NHS Trust, Conquest Hosp Hastings, Dept Cardiol, St Leonards On Sea, E Sussex, EnglandEast Sussex Healthcare NHS Trust, Conquest Hosp Hastings, Dept Cardiol, St Leonards On Sea, E Sussex, England
Dhillon, Gurpreet
Bandali, Alykhan
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h-index: 0
机构:
East Sussex Healthcare NHS Trust, Conquest Hosp Hastings, Dept Cardiol, St Leonards On Sea, E Sussex, EnglandEast Sussex Healthcare NHS Trust, Conquest Hosp Hastings, Dept Cardiol, St Leonards On Sea, E Sussex, England
Bandali, Alykhan
Harding, Idris
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h-index: 0
机构:
East Sussex Healthcare NHS Trust, Conquest Hosp Hastings, Dept Cardiol, St Leonards On Sea, E Sussex, EnglandEast Sussex Healthcare NHS Trust, Conquest Hosp Hastings, Dept Cardiol, St Leonards On Sea, E Sussex, England
Harding, Idris
Gifford, Jeremy
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East Sussex Healthcare NHS Trust, Conquest Hosp Hastings, Dept Cardiol, St Leonards On Sea, E Sussex, EnglandEast Sussex Healthcare NHS Trust, Conquest Hosp Hastings, Dept Cardiol, St Leonards On Sea, E Sussex, England
Gifford, Jeremy
Sandler, Belinda
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h-index: 0
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East Sussex Healthcare NHS Trust, Conquest Hosp Hastings, Dept Cardiol, St Leonards On Sea, E Sussex, EnglandEast Sussex Healthcare NHS Trust, Conquest Hosp Hastings, Dept Cardiol, St Leonards On Sea, E Sussex, England
Sandler, Belinda
Corbo, Ben
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East Sussex Healthcare NHS Trust, Conquest Hosp Hastings, Dept Cardiol, St Leonards On Sea, E Sussex, EnglandEast Sussex Healthcare NHS Trust, Conquest Hosp Hastings, Dept Cardiol, St Leonards On Sea, E Sussex, England
Corbo, Ben
McWilliams, Eric
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East Sussex Healthcare NHS Trust, Conquest Hosp Hastings, Dept Cardiol, St Leonards On Sea, E Sussex, EnglandEast Sussex Healthcare NHS Trust, Conquest Hosp Hastings, Dept Cardiol, St Leonards On Sea, E Sussex, England
机构:
Fudan Univ, Eye & ENT Hosp, Dept Otorhinolaryngol, Shanghai, Peoples R ChinaFudan Univ, Eye & ENT Hosp, Dept Otorhinolaryngol, Shanghai, Peoples R China
Shen, Yu-jie
Wang, Tian
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机构:
Fudan Univ, Eye & ENT Hosp, Dept Radiat Oncol, Shanghai, Peoples R ChinaFudan Univ, Eye & ENT Hosp, Dept Otorhinolaryngol, Shanghai, Peoples R China
Wang, Tian
He, Chang-ding
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Fudan Univ, Eye & ENT Hosp, Dept Otorhinolaryngol, Shanghai, Peoples R ChinaFudan Univ, Eye & ENT Hosp, Dept Otorhinolaryngol, Shanghai, Peoples R China
He, Chang-ding
Gong, Hong-li
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Fudan Univ, Eye & ENT Hosp, Dept Otorhinolaryngol, Shanghai, Peoples R ChinaFudan Univ, Eye & ENT Hosp, Dept Otorhinolaryngol, Shanghai, Peoples R China
Gong, Hong-li
Xu, Cheng-zhi
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Fudan Univ, Eye & ENT Hosp, Dept Otorhinolaryngol, Shanghai, Peoples R ChinaFudan Univ, Eye & ENT Hosp, Dept Otorhinolaryngol, Shanghai, Peoples R China
Xu, Cheng-zhi
Du, Huai-dong
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Fudan Univ, Eye & ENT Hosp, Dept Otorhinolaryngol, Shanghai, Peoples R ChinaFudan Univ, Eye & ENT Hosp, Dept Otorhinolaryngol, Shanghai, Peoples R China
Du, Huai-dong
Tao, Lei
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机构:
Fudan Univ, Eye & ENT Hosp, Dept Otorhinolaryngol, Shanghai, Peoples R ChinaFudan Univ, Eye & ENT Hosp, Dept Otorhinolaryngol, Shanghai, Peoples R China
Tao, Lei
Zhang, Ming
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机构:
Fudan Univ, Eye & ENT Hosp, Dept Otorhinolaryngol, Shanghai, Peoples R ChinaFudan Univ, Eye & ENT Hosp, Dept Otorhinolaryngol, Shanghai, Peoples R China
Zhang, Ming
Zhou, Liang
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机构:
Fudan Univ, Eye & ENT Hosp, Dept Otorhinolaryngol, Shanghai, Peoples R ChinaFudan Univ, Eye & ENT Hosp, Dept Otorhinolaryngol, Shanghai, Peoples R China
机构:
Capital Med Univ, Minist Educ, Natl Key Discipline Pediat, Dept Pharm, Beijing, Peoples R ChinaCapital Med Univ, Minist Educ, Natl Key Discipline Pediat, Dept Pharm, Beijing, Peoples R China
Cheng, Xiaoling
Fu, Lingling
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机构:
Capital Med Univ, Beijing Key Lab Pediat Hematol Oncol, Key Lab Major Dis Children, Dept Hematol,Minist Educ,Natl Key Discipline Pedi, Beijing, Peoples R ChinaCapital Med Univ, Minist Educ, Natl Key Discipline Pediat, Dept Pharm, Beijing, Peoples R China
Fu, Lingling
Ma, Jingyao
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机构:
Capital Med Univ, Beijing Key Lab Pediat Hematol Oncol, Key Lab Major Dis Children, Dept Hematol,Minist Educ,Natl Key Discipline Pedi, Beijing, Peoples R ChinaCapital Med Univ, Minist Educ, Natl Key Discipline Pediat, Dept Pharm, Beijing, Peoples R China
Ma, Jingyao
Gu, Hao
论文数: 0引用数: 0
h-index: 0
机构:
Capital Med Univ, Beijing Key Lab Pediat Hematol Oncol, Key Lab Major Dis Children, Dept Hematol,Minist Educ,Natl Key Discipline Pedi, Beijing, Peoples R ChinaCapital Med Univ, Minist Educ, Natl Key Discipline Pediat, Dept Pharm, Beijing, Peoples R China
Gu, Hao
Chen, Zhenping
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h-index: 0
机构:
Capital Med Univ, Beijing Key Lab Pediat Hematol Oncol, Key Lab Major Dis Children, Dept Hematol,Minist Educ,Natl Key Discipline Pedi, Beijing, Peoples R ChinaCapital Med Univ, Minist Educ, Natl Key Discipline Pediat, Dept Pharm, Beijing, Peoples R China
Chen, Zhenping
Zhao, Libo
论文数: 0引用数: 0
h-index: 0
机构:
Capital Med Univ, Beijing Childrens Hosp, Clin Res Ctr, Natl Ctr Childrens Hlth, Beijing, Peoples R ChinaCapital Med Univ, Minist Educ, Natl Key Discipline Pediat, Dept Pharm, Beijing, Peoples R China
Zhao, Libo
Wang, Xiaoling
论文数: 0引用数: 0
h-index: 0
机构:
Capital Med Univ, Minist Educ, Natl Key Discipline Pediat, Dept Pharm, Beijing, Peoples R ChinaCapital Med Univ, Minist Educ, Natl Key Discipline Pediat, Dept Pharm, Beijing, Peoples R China
Wang, Xiaoling
Wu, Runhui
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h-index: 0
机构:
Capital Med Univ, Beijing Key Lab Pediat Hematol Oncol, Key Lab Major Dis Children, Dept Hematol,Minist Educ,Natl Key Discipline Pedi, Beijing, Peoples R ChinaCapital Med Univ, Minist Educ, Natl Key Discipline Pediat, Dept Pharm, Beijing, Peoples R China
机构:
Galilee Med Ctr, Rheumatol Unit, Nahariyya, Israel
Bar Ilan Univ, Azrielis Fac Med, Safed, IsraelGalilee Med Ctr, Rheumatol Unit, Nahariyya, Israel
Naffaa, Mohammad E.
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机构:
Hassan, Fadi
Jeries, Helana
论文数: 0引用数: 0
h-index: 0
机构:
Galilee Med Ctr, Rheumatol Unit, Nahariyya, Israel
Bar Ilan Univ, Azrielis Fac Med, Safed, IsraelGalilee Med Ctr, Rheumatol Unit, Nahariyya, Israel
Jeries, Helana
Dror, Dikla
论文数: 0引用数: 0
h-index: 0
机构:
Bar Ilan Univ, Azrielis Fac Med, Safed, Israel
Galilee Med Ctr, Liver Unit, Nahariyya, IsraelGalilee Med Ctr, Rheumatol Unit, Nahariyya, Israel
Dror, Dikla
Rozenberg, Vered
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h-index: 0
机构:
Maccabi Healthcare Serv, Epidemiol & Database Res, Tel Aviv, Israel
Tel Aviv Univ, Sacklers Fac Med, Tel Aviv, IsraelGalilee Med Ctr, Rheumatol Unit, Nahariyya, Israel
Rozenberg, Vered
Chodick, Gabriel
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h-index: 0
机构:
Maccabi Healthcare Serv, Epidemiol & Database Res, Tel Aviv, Israel
Tel Aviv Univ, Sacklers Fac Med, Tel Aviv, IsraelGalilee Med Ctr, Rheumatol Unit, Nahariyya, Israel
Chodick, Gabriel
Carmiel, Michal
论文数: 0引用数: 0
h-index: 0
机构:
Bar Ilan Univ, Azrielis Fac Med, Safed, Israel
Galilee Med Ctr, Liver Unit, Nahariyya, IsraelGalilee Med Ctr, Rheumatol Unit, Nahariyya, Israel