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Record W4399172817 · doi:10.2337/ds23-0046

Experience of Telephone-Based Diabetes Health Coaching Among Community-Based Adults With Type 2 Diabetes

2024· article· en· W4399172817 on OpenAlex
Tharshika Sugumaran, Jeannette LeGris, Patricia H. Strachan, Paige Alliston, Diana Sherifali

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.
fundA Canadian funder is recorded on the work.

Bibliographic record

VenueDiabetes Spectrum · 2024
Typearticle
Languageen
FieldMedicine
TopicDiabetes Management and Education
Canadian institutionsMcMaster University Medical CentrePopulation Health Research InstituteMcMaster University
FundersMcMaster UniversityCanadian Institutes of Health ResearchHamilton Health SciencesSanofi
KeywordsMedicineCoachingType 2 diabetesDiabetes mellitusHealth coachingGerontologyFamily medicineInternal medicineEndocrinologyPsychotherapistRandomized controlled trial

Abstract

fetched live from OpenAlex

Background In the past decade, diabetes health coaching, also referred to as diabetes coaching, has emerged as a patient-centered intervention to help individuals with type 2 diabetes gain independence with self-management. This study explores the perceived experience of receiving telephone-based diabetes health coaching among adults living with type 2 diabetes. Method A qualitative exploration with an interpretive descriptive design was carried out. Participants from the intervention group of a larger randomized controlled trial who had received a telephone-based diabetes coaching intervention throughout 1 year were invited to participate in a telephone interview with open-ended questions. Results Twelve participants were interviewed, and four major themes emerged: 1) adapting to ongoing challenges with type 2 diabetes, reflecting how coaching helped individuals integrate diabetes into their daily lives by addressing misconceptions, improving knowledge, encouraging awareness, and easing the transition from oral medication to insulin injections; 2) heightened mindfulness of diabetes-related wellness, capturing the greater attention participants gave to their overall well-being and self-management behaviors; 3) behavior change guided by the participant, highlighting the differences in participants’ motivation, readiness to make changes, and external factors that influenced their ability to make self-management behavior changes; and 4) valuing a supportive relationship, illustrating that most participants felt that the unique coach-client relationship was reliable, holistic, nonjudgmental, and encouraging. Conclusion Participants found diabetes coaching to be positive and highlighted the various ways it was able to support their ability to manage diabetes.

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.

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.330
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0000.000

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 head0.014
GPT teacher head0.265
Teacher spread0.252 · 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