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Record W4387464046 · doi:10.2196/45659

Acceptability of a Self-Led Mindfulness-Based Intervention for Teens with Type 1 Diabetes: Pilot Randomized Controlled Trial

2023· article· en· W4387464046 on OpenAlexvenueno aff
Tori Humiston, Caroline Cummings, Stephen J. Suss, Laura Cohen, Holly Hazlett‐Stevens, Amy Hughes Lansing

Bibliographic record

VenueJMIR Formative Research · 2023
Typearticle
Languageen
FieldMedicine
TopicDiabetes Management and Research
Canadian institutionsnot available
Fundersnot available
KeywordsMindfulnessMedicineRandomized controlled trialType 2 diabetesWorkbookGlycemicIntervention (counseling)DistressDiabetes mellitusType 1 diabetesPhysical therapyClinical psychologyPsychiatryInternal medicine

Abstract

fetched live from OpenAlex

BACKGROUND: Diabetes distress among adolescents with type 1 diabetes has been associated with suboptimal diabetes outcomes, including lower quality of life, increased diabetes self-management challenges, and suboptimal glycemic outcomes. OBJECTIVE: This study examined the feasibility and acceptability of a scalable self-led mindfulness-based intervention to reduce diabetes distress in adolescents with type 1 diabetes. METHODS: Adolescents (N=25) aged between 14 and 18 years diagnosed with type 1 diabetes completed a baseline assessment. Participants were randomized to receive a 10-week self-guided mindfulness-based stress reduction workbook program (e-book or paper option) immediately (n=15) or after a 10-week wait (n=10). During the intervention period, participants completed weekly assignments and feedback surveys. At 10 weeks and 20 weeks, follow-up assessments were completed. RESULTS: Findings indicated that participants did not find the original intervention feasible or acceptable. Adolescents reported barriers to completing the weekly material, such as that they forgot or that the material was not sufficiently related to their diabetes management. Adolescents also reported that a digital format rather than a workbook or e-book may be more acceptable. Results from weekly surveys provided the foundation for recommendations for future iterations of the mindfulness-based intervention for adolescents with type 1 diabetes. CONCLUSIONS: Participant feedback informed recommendations for self-led mindfulness programs for youth with type 1 diabetes. Adolescents indicated that a shorter, digital mindfulness-based intervention focused on diabetes-specific behaviors may be more helpful. TRIAL REGISTRATION: ClinicalTrials.gov NCT05115175; https://clinicaltrials.gov/study/NCT05115175.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.003
metaresearch head score (Gemma)0.005
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Randomized trial · Consensus signal: Randomized trial
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.009
Threshold uncertainty score0.030

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.005
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0020.002
Bibliometrics0.0010.000
Science and technology studies0.0010.001
Scholarly communication0.0010.001
Open science0.0010.001
Research integrity0.0020.002
Insufficient payload (model declined to judge)0.0090.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.050
GPT teacher head0.413
Teacher spread0.363 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designRandomized trial
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations6
Published2023
Admission routes1
Has abstractyes

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