Evidence map›Paper›PMID 41906546›Full record

ArticleJournal of health psychology2026

Technology readiness associated with insulin pump and automated insulin delivery system use in young adults with type 1 diabetes.

Harshith Yallampalli, Enzo G Plaitano, Catherine Stanger

Registry-linked trialAbstract read
In one paragraph

Article in Journal of health psychology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT04646473 (Thinking Outside the Clinic), which is not on this map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

NCT04646473 nacompletednot on this map

Thinking Outside the Clinic: A Digital Health Approach for Young Adults With Type 1 Diabetes

TypeinterventionalSponsorTrustees of Dartmouth CollegeRan2021 to 2025Enrolled300ConditionsType 1 DiabetesArmsCoaching, Incentives, Sweetgoals app
3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

3 authors.

Harshith YallampalliCenter for Technology and Behavioral Health, Lebanon, NH, USA.
Enzo G PlaitanoCenter for Technology and Behavioral Health, Lebanon, NH, USA.
Catherine StangerCenter for Technology and Behavioral Health, Lebanon, NH, USA.ORCID 0000-0003-2221-5232

Funding

Treatment Development & Evaluation CoreP30DA029926 · NIDA · DARTMOUTH COLLEGE · PI Lisa A. Marsch · 2011 to 2026
$21.5M
Training in the Science of Co-Occurring DisordersT32DA037202 · NIDA · DARTMOUTH COLLEGE · PI Lisa A. Marsch · 2014 to 2026
$4.7M
Thinking Outside the Clinic: A Digital Health Approach for Young Adults with Type 1 DiabetesR01DK124428 · NIDDK · DARTMOUTH COLLEGE · PI CATHERINE STANGER, CATHERINE STANGER CATHERINE STANGER · 2020 to 2024
$3.1M
NIDA NIH HHS P30 DA029926NIDA NIH HHS T32 DA037202NIDDK NIH HHS R01 DK124428
6 · The paper itself

Abstract

Young adults with type 1 diabetes face challenges managing their condition due to numerous lifestyle factors. Insulin pumps can improve glucose control during this period, but are not used by most adults. Automated insulin delivery systems can further help young adults manage their HbA1c levels. The study examined associations between perceived readiness to use new technology, insulin pump use, and automated insulin delivery system. Higher technology readiness was associated with 9% higher time spent in automated insulin delivery mode [β = 8.99 (0.50, 17.48)] and each higher percent was associated with lower HbA1c [β = -0.01 (-0.02, -0.01)] in a large, national sample of young adults with type 1 diabetes. Findings suggest that readiness to use innovative technology may be associated with the use of insulin pumps and a willingness to rely on automated insulin delivery systems. ClinicalTrials.gov NCT04646473.

Indexed as

innovationinsulin pumptechnology readinesstype 1 diabetes (T1D)young adults

Identifiers

PMID41906546
PMCPMC13123282

What OpenQuestion holds

Textmetadata
LicenceTDM
Read underepoch 390

Registered trials

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.