Cited by 16Diabetes Management and ResearchDiabetes Management and EducationIntravenous Infusion Technology and Safety

Frequency and Detection of Insulin Infusion Site Failure in the Type 1 Diabetes Exchange Online Community

Open access
Hughes, Michael S., Douvas, Julia L., Layfield-Bryan, Madison, Blanco, Luis E., Gray, John Clark, Zapotoczny, Grzegorz, Espinoza, Juan, Wilcox, John H. +1 more·2023·Diabetes Technology & Therapeutics

Abstract

Insulin infusion site (IIS) failures are a weakness in insulin pump therapy. We examined experience with IIS failures among U.S. individuals with diabetes on insulin pump through survey distributed to the T1D Exchange Online Community. Demographic factors, IIS characteristics, and diabetes-related perceptions were assessed by logistic regression to determine odds of higher (≥1 per month) or lower (<1 per month) reported IIS failure frequency. IIS failures were common; 41.4% reported ≥1 per month. IIS failure is usually detected through development of hyperglycemia rather than pump alarm. No assessed demographic factor or IIS characteristic was predictive; however, higher odds of ≥1 failure per month were associated with feelings of burnout (odds ratios [OR] 1.489 [1.024, 2.165]) and considering pump discontinuation (OR 2.233 [1.455, 3.427]). IIS failures are frequent and unpredictable, typically require hyperglycemia for detection, and are associated with negative perceptions. More should be done toward preventing IIS failures and/or detecting them sooner.

AI snapshot

Written from the paper’s full text.

TL;DR

In a voluntary online survey of T1D Exchange Online Community members using insulin pumps, insulin infusion site (IIS) failures were common: 96.6% reported ≥1 failure in 12 months and 41.4% reported ≥1 per month. Failures were usually detected by hyperglycemia rather than pump alarm, and monthly failures were associated with burnout and considering pump discontinuation.

Key findings

  • Among 707 analyzed responses, 683 (96.6%) reported ≥1 IIS failure every 12 months, and 41.4% reported ≥1 failure per month.
  • Of those reporting any IIS failure history, first alert was most often hyperglycemia on glucometer or CGM (56.2%), followed by pump alarm (25.0%), hyperglycemia symptoms (9.9%), site-specific issue (5.7%), and unknown/not alerted (3.2%). The most reported initial action was giving a pump bolus without IIS replacement (47.7%), followed by replacing the IIS then giving a pump bolus (43.5%).
  • No assessed demographic factor or IIS characteristic predicted ≥1 failure per month, including age, household income, HbA1c, insulin TDD, pump duration, wear time >3 days, or cannula types. Higher odds of ≥1 failure per month were associated with burnout (OR 1.489, 95% CI 1.024–2.165) and considering pump discontinuation (OR 2.233, 95% CI 1.455–3.427).
  • Cohort characteristics included mean HbA1c 6.8% ± 1.0%, median time on insulin pump 14.0 years [IQR 7.1–20.1], >95% CGM use, and 44.1% AID use.

Methods

  • A voluntary English-only online SurveyMonkey survey was available September 3–November 19, 2020, distributed through two emails to T1D Exchange Online Community members and social media; eligible respondents were ≥18 years old, US residents, and diagnosed with or caring for someone with type 1 or type 2 diabetes actively using an insulin pump.
  • Of 1,079 responses, 339 incomplete and 33 duplicate responses were excluded, leaving 707 responses (631 adults with diabetes, 76 caregivers); incompatible IIS characteristics on 102 (14%) surveys were removed from IIS analyses.
  • Logistic regression was used to calculate odds ratios for variables hypothesized to contribute to IIS failure frequency ≥1 per month; a single multivariable LR incorporated all IIS characteristic variables except presence of inserter due to multicollinearity, with analyses performed in R.

Limitations

  • Stated in the paper: voluntary online English-only survey creates sample bias; self-reported event frequencies and glycemic parameters may be misestimated; the cohort was homogeneous, mostly white and English-proficient pump users, limiting conclusions about income/education; and the cohort does not reflect the T1D Exchange population.
  • Stated in the paper: the IIS failure definition is subjective and lacks a time component; respondents were very experienced pump users (median 14 years), likely more attuned to IIS failure; self-estimated failure frequency may be underestimated, with possible desirability bias; and variables such as BMI, insulin type, insulin suspensions, and DKA incidence were not collected.
  • Stated in the paper and evident from the text: true causative associations between IIS failure rates and IIS characteristics require prospective randomization, which this retrospective survey cannot provide; the cross-sectional design also cannot establish causality for the associations with burnout or pump discontinuation.

Model-written summary. Check it against the paper before relying on it.

Integrity signals

Registry

Crossref · 10.1089/dia.2023.0005

Cites

19 of 19 references verified0 citation errors · 0 not checkable

Statistics

Nothing to recompute.

Claims the paper makes

16 of 23 cited sources checked · 7 supported · 0 flagged · accuracy not yet measured

  • Premisecitation

    Insulin pump discontinuation is commonly due to IIS failure.

    “This aligns with previous findings that insulin pump discontinuation is commonly due to IIS failure.19”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites [19] source

      The Results and Conclusions (page unavailable) identify infusion-site issues as one of the common reasons for discontinuation in this pediatric cohort; minor problems such as infusion-site issues accounted for 21% of discontinuations. The paper does not identify insulin infusion set (IIS) failure specifically as the cause, so the claim is more specific than the evidence. (LLM, conf=0.86)

      Experimental — accuracy not yet measured
  • Premisecitation

    The cohort does not reflect the T1D Exchange population, in which insulin pump use was 60%, 66%, and 62% and mean HbA1c were 8.9%, 7.8%, and 7.7% among adults aged 18-25, 29-49, and ≥50 years old, respectively.

    “The cohort does not reflect the T1D Exchange population, in which insulin pump use was 60%, 66%, and 62% and mean HbA 1c s were 8.9%, 7.8%, and 7.7% among adults aged 18-25, 29-49, and ‡50 years old, respectively.1”
    Quote in the paperSubstantial claim1 of 1 sources checked
    • cites [1] source

      The Utilization section reports 63% insulin pump use overall in 2016–2018, and Metabolic control reports that mean HbA1c varied by age, with values around 7.5%–7.9% beyond age 30. Our copy does not give the claimed pump-use percentages or mean HbA1c values for the three specified adult age groups; Results points to a supplementary age-stratified table without reproducing those figures. (LLM, conf=0.82)

      Experimental — accuracy not yet measured
  • Premisecitation

    Patel et al. found that the strongest predictor of IIS failure was by individual rather than IIS type.

    “However, in an open-label crossover study comparing 90° Teflon with steel, Patel et al. found that the strongest predictor of IIS failure was by individual rather than IIS type.3”
    Quote in the paperSubstantial claim1 of 1 sources checked
  • Premisecitation

    Longer IIS wear duration >3 days has been associated with higher number of catheter-related adverse events, including hyperglycemia, site reactions, and silent occlusions.

    “In addition, longer IIS wear duration >3 days has been associated with higher number of catheter-related adverse events, including hyperglycemia (blood glucose >250 mg/dL), site reactions, and ''silent occlusions.''7,12,17”
    Quote in the paperSubstantial claim3 of 3 sources checked
    • cites [7] source

      The Results report more catheter-related adverse events with 4-day than 2-day wear, including hyperglycemic events above 250 mg/dL and injection-site reactions (page unavailable). The paper mentions occlusions as a potential technical problem and says used sets were inspected for them, but our copy does not identify increased *silent* occlusions with longer wear. (LLM, conf=0.87)

      Experimental — accuracy not yet measured
    • cites [12] source

      The Results and Conclusions (pages unavailable) report worsening glycemic control as infusion-line use continued beyond 48 hours, including more time with glucose above 180 mg/dL. They do not establish an increase in events defined by blood glucose above 250 mg/dL, site reactions, or silent occlusions with wear beyond three days. The Introduction mentions an infusion-site infection in an earlier case, but not an observed increase in site reactions in this study. (LLM, conf=0.88)

      Experimental — accuracy not yet measured
    • cites [17] source

      Table 2 (reproduced under Discussion; page unavailable) shows fasting glucose >250 mg/dL in 3% of observations on day 3, 4% on day 4, and 8% on day 5, supporting the hyperglycemia portion. The paper does not report higher numbers of site reactions or silent occlusions, or establish that the glucose readings were catheter-related adverse events. (LLM, conf=0.88)

      Experimental — accuracy not yet measured
  • Findingown data

    None of the assessed participant characteristics (age, household income, HbA1c, insulin TDD, duration of insulin pump use, estimated average IIS wear time >3 days) had significant odds associated with higher (≥1 per month) or lower (<1 per month) reported IIS failure frequency.

    “None of the assessed participant characteristics, including age, household income, HbA 1c , insulin TDD, duration of insulin pump use, and estimated average IIS wear time >3 days was found to have significant odds associated with higher ( ‡1 per month) or lower (<1 per month) reported IIS failure frequency.”
    • Also stated in: § Abstract · plain
      “No assessed demographic factor or IIS characteristic was predictive; however, higher odds of ‡1 failure per month were associated with feelings of burnout (odds ratios [OR] 1.489 [1.024, 2.165]) and considering pump discontinuation (OR 2.233 [1.455, 3.427]).”
    Quote in the paperSubstantial claim
  • May combine two claims. 14
  • Classified as probably not a substantial claim. 12
  • May combine two claims.

    Premisecitation

    IIS failures are the primary contributor to DKA development and the leading cause of DKA-related hospitalizations among insulin pump users.

    “Correspondingly, IIS failures are the primary contributor to DKA development and the leading cause of DKA-related hospitalizations among insulin pump users.[9][10][11][12]”
    Quote in the paperNot a substantial claim4 of 4 sources checked
    • cites [9] source
    • cites [10] source
    • cites [11] source

      The Abstract and Conclusions state that infusion set failures can cause DKA in people with type 1 diabetes using pumps. They do not establish that these failures are the primary contributor to DKA or the leading cause of DKA-related hospitalizations among pump users. Page numbers are unavailable in our copy. (LLM, conf=0.87)

      Experimental — accuracy not yet measured
    • cites [12] source

      The Results and Conclusions (page unavailable) report worsening glycemic control when pump infusion lines were used beyond 48 hours. Our copy does not address whether infusion-set failures are the primary contributor to DKA or the leading cause of DKA-related hospitalizations; searches for DKA, ketoacidosis, and hospital admissions found no supporting passage. (LLM, conf=0.76)

      Experimental — accuracy not yet measured
  • May combine two claims.

    Premisecitation

    Without recognition and replacement, IIS failures lead to inadequate insulin delivery, hyperglycemia, and increased risk for diabetes-related ketoacidosis (DKA).

    “Without recognition and replacement, IIS failures lead to inadequate insulin delivery, hyperglycemia, and increased risk for diabetes-related ketoacidosis (DKA).2,5,8,9”
    Quote in the paperSubstantial claim2 of 4 sources checked
    • cites [2] source
    • cites [5] source
    • cites [8] source
    • cites [9] source
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    IIS failure is most often attributed to cannula-associated issues (kinking, occlusion, and dislodgement) or insertion site inflammation/infection.

    “IIS failure is most often attributed to cannula-associated issues (kinking, occlusion, and dislodgement) or insertion site inflammation/infection.2,6,7”
    Quote in the paperNot a substantial claim2 of 3 sources checked
    • cites [2] source
    • cites [6] source

      The Discussion lists kinking, pulling out, occlusion, and skin irritation among infusion-set problems, and says infection can occur. But it does not establish that the claimed categories are the most frequent causes of IIS failure; it calls infection rare, and the study’s most frequent reason for premature set changes was leakage (Patient Characteristics; page unavailable). (LLM, conf=0.86)

      Experimental — accuracy not yet measured
    • cites [7] source

      The Discussion (page not provided) identifies kinking or bending of the cannula as this study’s most frequent failure event and reports blockage as a common infusion-set problem in a cited survey. The paper also describes sets pulling out and insertion-site irritation, but the passages do not establish inflammation or infection as among the most frequent causes of IIS failure. (LLM, conf=0.84)

      Experimental — accuracy not yet measured
  • May combine two claims.

    Premisecitation

    Occlusion alarms are often triggered after delays >2 h or not at all.

    “This is unsurprising, as occlusion alarms are often triggered after delays >2 h or not at all.20”
    Quote in the paperSubstantial claim1 of 1 sources checked
  • Probably not a substantial claim: may not pass S2 (checkable).

    Interpretationcitation

    Detection of true causative associations between IIS failure rates and IIS characteristics will require prospective randomization, likely using each individual as their own control.

    “Ultimately, detection of true causative associations between IIS failure rates and IIS characteristics will require prospective randomization, likely using each individual as their own control in light of the findings by Patel et al. 3”
    Quote in the paperNot a substantial claim1 of 1 sources checked
  • May combine two claims.

    Findingown data

    Among participants reporting IIS failure, the most common initial action was giving a pump bolus without IIS replacement (47.7%), followed by replacing the IIS and then giving a pump bolus (43.5%).

    “The most reported initial action taken after an IIS failure was discovered, giving a pump bolus without IIS replacement (47.7%), followed by replacing the IIS and then giving a pump bolus (43.5%).”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingown data

    The final analysis included 707 responses, comprising 631 (89.3%) adults with diabetes on insulin pump and 76 (10.7%) caregivers.

    “Final analysis included 707 responses, comprising 631 (89.3%) adults with diabetes on insulin pump and 76 (10.7%) caregivers.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    Among participants reporting any history of IIS failure, the most common method of first being alerted was experiencing hyperglycemia on glucometer or CGM (56.2%), followed by pump alarm (25.0%).

    “Of participants reporting any history of IIS failure, 56.2%, 25.0%, 9.9%, 5.7%, and 3.2% reported that their most common method of first being alerted to an IIS failure was by experiencing hyperglycemia on glucometer or CGM, a pump alarm, hyperglycemia symptoms, a site-specific issue (see/ smell/feel insulin leak, inflammation, and swelling), or unknown/not alerted, respectively.”
    • Also stated in: § Abstract · plain
      “IIS failure is usually detected through development of hyperglycemia rather than pump alarm.”
    • Also stated in: § Conclusions · plain
      “Most commonly, the first indication of IIS failure was after hyperglycemia already developed.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Study design and conductreasoning

    The retrospective survey has limitations including sample bias from using a voluntary online English-only survey and potential for misestimations of event frequencies or glycemic parameters from reliance on self-reported data.

    “This retrospective survey has several limitations, including sample bias from using a voluntary online English-only survey and potential for misestimations of event frequencies or glycemic parameters from reliance on self-reported data, contingent upon participant understanding and recall.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Study design and conductown data

    Incompatible IIS characteristics were encountered on 102 (14%) surveys; in each case, all IIS characteristics were removed from analysis, but the remainder of survey responses were included.

    “Incompatible IIS characteristics (e.g., a reported infusion site type that does not offer the reported cannula length) were encountered on 102 (14%) surveys.In each case, all IIS characteristics were removed from analysis, but the remainder of survey responses were included.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    Participants aged <18 years or with higher baseline HbA1c had greater odds of IIS failure using a definition of prolonged (≥2 h) hyperglycemia before IIS exchange.

    “In contrast, a recent posthoc analysis by Kanapka et al. examining 22,741 infusion site wears among 263 participants across two clinical trials found that participants aged <18 years or with higher baseline HbA 1c had greater odds of IIS failure using a definition of prolonged ( ‡2 h) hyperglycemia before IIS exchange.16”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [16] source
  • May combine two claims.

    Premisecitation

    Kanapka et al. found higher rates of IIS failure in association with 90° Teflon cannulas, but a difference between steel and angled Teflon cannulas was not apparent.

    “In their analysis, Kanapka et al. found higher rates of IIS failure in association with 90° Teflon cannulas, but a difference between steel and angled Teflon cannulas was not apparent.16”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [16] source
  • Classified as probably not a substantial claim. May combine two claims.

    Study design and conductnone given

    The definition of IIS failure is subjective, and the broader definition used does not include a time component, which may affect individual recognition variability.

    “Importantly, the definition of IIS failure is also subjective, and the broader definition used does not include a time component, which may affect individual recognition variability.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    Previous studies have shown steel cannulas have better durability of favorable IIS properties and greater resistance to kinking than Teflon.

    “Previous studies have shown steel cannulas have better durability of favorable IIS properties and greater resistance to kinking than Teflon.18”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [18] source
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Interpretationown data

    The median duration of pump use of 14 years with IQR of 7 years suggests respondents were very experienced users and are likely to be more attuned to IIS failure than those who are new to pump therapy or have shorter duration of use.

    “The median duration of pump use of 14 years with IQR of 7 years suggests respondents were very experienced users and are likely to be more attuned to IIS failure than those who are new to pump therapy or have shorter duration of use.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Interpretationown data

    IIS failures are frequent and unpredictable, typically require hyperglycemia for detection, and are associated with negative perceptions (burnout and consideration of pump discontinuation).

    “IIS failures are frequent and unpredictable, typically require hyperglycemia for detection, and are associated with negative perceptions.”
    • Also stated in: § Conclusions · plain
      “In summary, these data provide valuable information on the frequency, unpredictability, and burdens of IIS failure, which often go undetected until hyperglycemia develops.This is associated with burnout and discontinuation of pump use.”
    Quote in the paperSubstantial claim
    • Rests on an assumption: Fewer IIS failures are better because even a single failure can affect glycemic control.
  • Probably not a substantial claim: may not pass S2 (checkable).

    Interpretationreasoning

    Detecting IIS failure earlier, before hyperglycemia develops, represents an important gap.

    “Therefore, detecting IIS failure earlier, before hyperglycemia develops, represents an important gap.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductnone given

    The analysis and publication were approved retrospectively by the Children's Hospital Los Angeles Institutional Review Board.

    “waiver for analysis and publication was obtained retrospectively from the Children's Hospital Los Angeles Institutional Review Board.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S2 (checkable). May combine two claims.

    Study design and conductreasoning

    Self-estimated IIS failure frequency has a strong potential for general underestimation, and there is additional potential for desirability bias.

    “Even still, self-estimated IIS failure frequency has a strong potential for general underestimation, and there is additional potential for desirability bias, in which participants may feel pressure/embarrassment/self-conscious, and under-report IIS wear time.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S2 (checkable), S3 (load-bearing), S4 (based).

    Interpretationnone given

    Those who elect to use a specific IIS type may have done so previously to address a prior higher proclivity toward IIS failure, diminishing an otherwise perceivable difference in effect.

    “Finally, those who elect to use a specific IIS type may have done so previously to address a prior higher proclivity toward IIS failure, diminishing an otherwise perceivable difference in effect.”
    Quote in the paperNot a substantial claim
20 of 20
  • The paper relies on this without support.

    Fewer IIS failures are better because even a single failure can affect glycemic control.

    “There are no established guidelines for the target limit of IIS failure frequency, but it is generally understood that fewer failures are better since even a single failure can affect glycemic control.”
1 of 1

Claims other papers make about this one

Each is checked against this paper’s own text: does it say what the citing paper says it does?

  • SIND may occur as frequently as once per month and is detected more frequently by chemical measurement of (or by symptoms of) hyperglycemia or DKA than by pump alerts or alarms.

    “Survey data and pump downloads reveal that SIND may occur as frequently as once per month and is detected more frequently by chemical measurement of (or by symptoms of) hyperglycemia or DKA than by pump alerts or alarms [22], [23].”

    From Performance of a Continuous Subcutaneous Insulin Infusion (CSII) Pump With Acoustic Volume and Flow Sensing in Simulated High-Consequence Situations (2024) · cites this paper as [22]

    The Results report that 41.4% of respondents experienced at least one infusion-site failure per month. Among those with a history of failure, first detection by glucometer or CGM (56.2%) or hyperglycemia symptoms (9.9%) was more common than detection by pump alarm (25.0%). The Conclusions state that DKA incidence was not collected, so this source does not support the DKA part of the claim. (LLM, conf=0.86)

    Experimental — accuracy not yet measured
  • Adverse events related to silent insulin non-delivery (SIND) are frequent for insulin pump users, with 40-50% of users experiencing one or more such adverse events per year.

    “Adverse events related to silent insulin non-delivery (SIND) are frequent occurrences for insulin pump users, with 40–50% of users experiencing one or more such adverse events per year [22].”

    From Performance of a Continuous Subcutaneous Insulin Infusion (CSII) Pump With Acoustic Volume and Flow Sensing in Simulated High-Consequence Situations (2024) · cites this paper as [22]

    The Results report that IIS failures were frequent, but 41.4% of respondents reported at least one failure per month, not per year; 96.6% reported at least one per year. The study measures broadly defined IIS failures rather than a separately counted category of SIND-related adverse events. (LLM, conf=0.88)

    Experimental — accuracy not yet measured
  • SIND and other operational issues with CIPs are a persistent socio-technical burden on persons with diabetes and on caregivers, prompting "burnout" and "consideration of pump discontinuation".

    “Survey data confirms that SIND and other operational issues with CIPs are a persistent socio-technical burden on persons with diabetes and on caregivers, prompting “burnout” and “consideration of pump discontinuation” [22].”

    From Performance of a Continuous Subcutaneous Insulin Infusion (CSII) Pump With Acoustic Volume and Flow Sensing in Simulated High-Consequence Situations (2024) · cites this paper as [22]

    The Conclusions (page unavailable) report that monthly insulin infusion site (IIS) failures were associated with stronger feelings of burnout and more frequent consideration of pump discontinuation. The Results include caregivers among survey respondents, but the paper does not establish that these outcomes occurred specifically among caregivers or that IIS failures caused them. Its survey concerns IIS failures, not other pump operational issues generally. (LLM, conf=0.85)

    Experimental — accuracy not yet measured
  • In a nationwide type 1 diabetes registry, 96.6% of participants had experienced at least one insulin infusion set failure per year, and 41.4% encountered at least one such failure per month.

    “A study using self-reported surveys for a nationwide type 1 diabetes (T1D) registry showed that 96.6% of the participants had experienced at least one insulin infusion set failure per year, and 41.4% encountered at least one such failure per month. 1”

    From Time to Moderate and Severe Hyperglycemia and Ketonemia Following an Insulin Pump Occlusion (2024) · cites this paper as [1]

    The Results report that 96.6% of respondents had at least one insulin infusion site failure every 12 months and 41.4% had at least one per month. The Study design describes a voluntary survey distributed through the T1D Exchange Online Community and social media, not a nationwide type 1 diabetes registry; eligibility also included people with type 2 diabetes using an insulin pump. (LLM, conf=0.88)

    Experimental — accuracy not yet measured
  • Insulin pump occlusion is not uncommon.

    “Insulin pump occlusion is not uncommon.”

    From Time to Moderate and Severe Hyperglycemia and Ketonemia Following an Insulin Pump Occlusion (2024) · cites this paper as [1]

    The Results report that insulin infusion site failures were common, and the Introduction lists occlusion among their usual causes. The paper does not report how often occlusion itself occurs, so its findings support the broader point about site failure but not the claim's occlusion-specific frequency. (LLM, conf=0.82)

    Experimental — accuracy not yet measured

Cites

Flagged first, then by citations

Research works printed but not linked: 1

  1. Medtronic Secures FDA Clearance for First Ever Infusion Set That Can Be Worn Up To 7 Days By People With Diabetes. Dublin Ireland: Press Release: Medtronic PLC; 2021.

Cited by

Sorted by citations

Authors
Hughes, M. S., Douvas, J. L., Layfield-Bryan, M., Blanco, L. E., Gray, J. C., Zapotoczny, G., Espinoza, J., Wilcox, J. H., & Lal, R. A.
Affiliations
  • Stanford Medicine (US)
  • Princeton University (US)
  • Diatech Diabetes, Inc., Memphis, Tennessee, USA.
  • Children's Hospital of Los Angeles (US)
Corresponding author
  • Wilcox, John H.
  • Lal, Rayhan A.
Venue
Diabetes Technology & Therapeutics
Published
2023-05-29
Volume
25
Issue
6
Pages
426-430
ISSN
  • 1520-9156 (ISSN-L)
  • 1557-8593
OpenAlex
W4322719149
Cited by
16
References
18
Citations by year
2026: 1 · 2025: 7 · 2024: 6 · 2023: 2
FWCI
2.68
Type
journal article
Language
en
Open access
Locations
  • Diabetes Technology & Therapeutics (publishedVersion)
  • PubMed (publishedVersion)
  • PubMed Central (submittedVersion)
Funders
National Institute of Diabetes and Digestive and Kidney Diseases (T32-DK-007217, K12 DK122550, K23 DK122017)
Topics
  • Health Sciences › Medicine › Endocrinology, Diabetes and Metabolism › Diabetes Management and Research
  • Health Sciences › Medicine › Endocrinology, Diabetes and Metabolism › Diabetes Management and Education
  • Physical Sciences › Engineering › Biomedical Engineering › Intravenous Infusion Technology and Safety
Keywords
insulin pump therapy, type 1 diabetes, hyperglycemia detection, burnout, patient perspectives, diabetes technology
MeSH terms
Diabetes Mellitus, Type 1, Humans, Hyperglycemia, Hypoglycemic Agents, Insulin, Insulin Infusion Systems, Insulin, Regular, Human

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