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Record W4413188872 · doi:10.3390/healthcare13161978

Professionals’ Perceptions on Implementing an Adapted Lifestyle Coaching Program for People with Physical Disabilities

2025· article· en· W4413188872 on OpenAlexaff
Elizabeth H. Douma, Trynke Hoekstra, Jesse K. Nijboer, Martin Fluit, Femke Hoekstra

Bibliographic record

VenueHealthcare · 2025
Typearticle
Languageen
FieldHealth Professions
TopicMental Health and Patient Involvement
Canadian institutionsUniversity of British Columbia, Okanagan CampusUniversity of British Columbia
Fundersnot available
KeywordsCoachingPsychologyQualitative researchMedical educationPerceptionApplied psychologyMedicine

Abstract

fetched live from OpenAlex

Background/Objectives: Evidence-based lifestyle coaching programs have been developed to support people with disabilities in adopting healthy behaviors, and to ultimately contribute to enhancing their overall well-being. However, when implementing such programs in new settings, adaptations may be needed to ensure a successful implementation process. This study aimed to explore professionals’ perceptions on an adapted evidence-informed lifestyle coaching program (Healthy Habits Coaching) for people with physical disabilities to inform the implementation of the program in Dutch rehabilitation and/or community settings. Methods: A qualitative study with semi-structured interviews was conducted. The study was performed from a pragmatic perspective using an integrated knowledge translation approach. Ten professionals who had experience with offering, delivering, and/or implementing lifestyle coaching programs were enrolled. Interview questions focused on participants’ perceptions on implementing the Healthy Habits Coaching in Dutch settings. A directed content analysis was used to analyze the data. Results: Participants highlighted the importance of implementing lifestyle coaching tailored to people with physical disabilities. While participants were generally positive about the implementation of Healthy Habits Coaching, they had mixed opinions on its added value alongside existing lifestyle programs and on the core components, particularly the free coaching model and the use of volunteer coaches with lived experience. Participants underlined that for a successful adoption and implementation, the added value, (scientific) foundation, financial basis, and organizational structure of the program should be clearly communicated. Conclusions: The findings provide directions for how, where, and by whom an adapted lifestyle program (Healthy Habits Coaching) for people with physical disabilities could be implemented in Dutch rehabilitation and community settings. This study demonstrates an example of how an evidence-based lifestyle program can be prepared for implementation in a new setting, presenting an efficient and promising strategy to enhance overall well-being among people with disabilities.

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)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.548
Threshold uncertainty score0.998

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0040.000
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 head0.158
GPT teacher head0.506
Teacher spread0.349 · 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.

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

Citations0
Published2025
Admission routes1
Has abstractyes

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