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Record W4408392048 · doi:10.1177/14713012251325928

The Co-design of the Dementia Lifestyle Intervention to get healthy together (DELIGHT) program: An authentic partnership approach

2025· article· en· W4408392048 on OpenAlexafffund
Laura E. Middleton, Lauren Bechard, William Heibein, L Schneider, Marni E. Shoemaker, Gail Roth, Cindy Wei, Melissa Koch, Heather Keller, Carrie McAiney

Bibliographic record

VenueDementia · 2025
Typearticle
Languageen
FieldMedicine
TopicDementia and Cognitive Impairment Research
Canadian institutionsAlzheimer Society of CanadaResearch Institute for AgingUniversity of Waterloo
FundersInstitute of AgingAlzheimer Society
KeywordsDementiaNursingPsychological interventionPsychologyGeneral partnershipIntervention (counseling)Session (web analytics)MedicineGerontologyBusiness

Abstract

fetched live from OpenAlex

Improving supports to enhance wellbeing of people living with dementia is a priority. Engaging people living with dementia, care partners, and other stakeholders in development of interventions increases the likelihood they will be relevant and impactful. We describe the participatory approach used to co-design the Dementia Lifestyle Intervention for Getting Healthy Together (DELIGHT) program, which aims to promote the health and wellbeing of people living with dementia and care partners. The DELIGHT project was guided by a team of researchers, people living with dementia, care partners, and an Alzheimer Society representative. The co-design team included additional people living with dementia, care partners, exercise professionals, dietitians, health care professionals, and community service providers ( n = 29). The co-design was planned for in-person but was transitioned to six online, 1.5-h sessions due to COVID-19 related restrictions. We used breakout rooms for discussion, with people living with dementia in each breakout room. Co-design meetings focused on identifying target population and outcomes and developing program components and structure. Two or three guiding questions focused discussion in each meeting. The final co-design session focused on the overall structure of the DELIGHT program. Program resources were iteratively designed with the research team, co-design team, and other external stakeholders. The result of the co-design process was the DELIGHT program, an 8-week, twice weekly program designed to promote living well with dementia for people living with dementia and care partners. Each session includes 50–60 minutes of exercise and 20–30 minutes of facilitated, shared learning with an associated resource. A healthy snack may be offered. Shared learning focuses on healthy eating, sleeping well, mental well-being, social connection, and physical activity. Our vision is that the co-designed DELIGHT program will promote the health and wellbeing of people living with dementia and care partners, increasing the likelihood of living well with dementia.

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 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)0.002
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.232
Threshold uncertainty score0.540

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
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 head0.040
GPT teacher head0.384
Teacher spread0.343 · 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 teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
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

Citations1
Published2025
Admission routes2
Has abstractyes

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