Evidence map›Paper›PMID 41246816›Full record

ArticleThe science of diabetes self-management and care2025

Clinician, Youth, and Parent Perspectives on Diabetes Technology Education.

Brynn E Marks, Seema Meighan, Dorene F Balmer, Randi Streisand, Joseph I Wolfsdorf, Andrea Kelly, Victoria A Miller

Abstract read
In one paragraph

Article in The science of diabetes self-management and care, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

  1. Technology in Diabetes: A Year in Review.Diabetes therapy : research, treatment and education of diabetes and related disorders · 2026
    Review
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

7 authors.

Brynn E MarksChildren's Hospital of Philadelphia, Division of Endocrinology & Diabetes, Philadelphia, Pennsylvania.ORCID 0000-0002-4849-9774
Seema MeighanChildren's Hospital of Philadelphia, Division of Endocrinology & Diabetes, Philadelphia, Pennsylvania.ORCID 0000-0002-2299-526X
Dorene F BalmerDepartment of Pediatrics, University of Pennsylvania Perelman School of Medicine, Philadelphia, Pennsylvania.
Randi StreisandDepartment of Psychology and Behavioral Health, Children's National Hospital, Washington, District of Columbia.
Joseph I WolfsdorfDivision of Endocrinology, Boston Children's Hospital, Department of Pediatrics, Harvard Medical School, Boston, Massachusetts.ORCID 0000-0001-6220-6758
Andrea KellyChildren's Hospital of Philadelphia, Division of Endocrinology & Diabetes, Philadelphia, Pennsylvania.
Victoria A MillerDepartment of Pediatrics, University of Pennsylvania Perelman School of Medicine, Philadelphia, Pennsylvania.

Funding

Developing a patient-centered psychoeducational tool to realize the potential of diabetes technologiesK23DK129827 · NIDDK · CHILDREN'S HOSP OF PHILADELPHIA · PI MARKS, BRYNN E · 2022 to 2025
$842k
I-TrainED: Innovative Training and Education in DiabetesK26DK138330 · NIDDK · CHILDREN'S RESEARCH INSTITUTE · PI RANDI STREISAND · 2023 to 2026
$479k
NIDDK NIH HHS K23 DK129827NIDDK NIH HHS K26 DK138330
6 · The paper itself

Abstract

purposeThe purpose of this study was to explore the educational experiences of youth with type 1 diabetes (T1D), their parents, and clinicians when initiating continuous glucose monitoring (CGM) and insulin pumps.

methodsTwenty parent-child dyads with T1D ≥6 months and ≥1 month CGM and insulin pump use were eligible to participate in semistructured dyadic interviews. Purposive sampling was used to recruit youth with a range of A1C levels and to overrepresent dyads from minoritized backgrounds. Eight diabetes clinicians with ≥1 year of experience participated in individual interviews using a parallel interview guide. A subset of interviews was double-coded, and thematic analysis was used to generate themes.

resultsPoor internet connections, distractions in the home, and small screens made in-person education the preferred modality for dyads and clinicians due to the physical skills required when learning to use these devices. Structured education addressing essential topics was constrained by allotted appointment times and thus (1) often overlooked cognitive and emotional burdens of diabetes technology education and (2) insufficiently accounted for individual learning pace and capacity. Real-world experiential learning supported by the clinical team through telemedicine, phone calls, and electronic medical record messaging was often used to fill the gaps of structured education.

conclusionsBoth clinicians and parent-child dyads initiating CGM and automated insulin delivery expressed a preference for in-person education. Although experiential learning can supplement important concepts not adequately addressed during structured education, relying solely on this approach may unintentionally omit crucial concepts. Educational strategies are needed to overcome information overload and support families in diabetes self-management.

Indexed as

Diabetes Mellitus, Type 1ParentsPatient Education as TopicAdolescentAdultBlood Glucose Self-MonitoringChildFemaleHumansInsulinInsulin Infusion SystemsMaleMiddle AgedInsulin

Identifiers

PMID41246816
PMCPMC12669406

What Socratic holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

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 Socratic graph.