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Record W4398144626 · doi:10.1093/geront/gnae047

Dementia-Friendly Transportation Services: A Scoping Review

2024· review· en· W4398144626 on OpenAlexaff
Stéphanie Lanthier-Labonté, Habib Chaudhury, Joey Wong, Lillian Hung

Bibliographic record

VenueThe Gerontologist · 2024
Typereview
Languageen
FieldHealth Professions
TopicOlder Adults Driving Studies
Canadian institutionsUniversity of British ColumbiaSimon Fraser UniversityUniversité de Sherbrooke
Fundersnot available
KeywordsContext (archaeology)DementiaBusinessScope (computer science)MedicineGeographyComputer science

Abstract

fetched live from OpenAlex

BACKGROUND AND OBJECTIVES: Transportation is an important component of dementia-friendly communities. People living with dementia have the right to access transportation services to keep their mobility in their community, which is essential for independence, well-being, and quality of life. This scoping review maps the literature on dementia-friendly transportation services and explores their characteristics to inform future development and research. RESEARCH DESIGN AND METHODS: Empirical quantitative and qualitative studies in English or French that informed on transportation services for people living with dementia in the community were searched in 15 databases. Two authors independently screened records and charted relevant characteristics from selected publications. Important findings were summarized with a narrative synthesis approach. RESULTS: Thirty-five studies informed on important dimensions of transportation services in urban and/or rural context: availability, accessibility, acceptability, adaptability, and affordability. Important insights were identified: the importance of staff training and attitude, and the challenges of availability of affordable services in the rural context. Emerging policy and program intervention areas include the need for access to quiet areas in transit hubs, training to use mass public transit and mobility management. DISCUSSION AND IMPLICATIONS: The literature on dementia-friendly transportation services is important in the expansion and maintenance of mobility for people living with dementia in the community. The scope of the existing scientific literature remains limited. Although several studies indicated a clear need for better access to dementia-friendly transportation services, the best practices still need to be demonstrated in the scientific literature.

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 categoriesMeta-epidemiology (narrow), Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Systematic review · Consensus signal: Systematic review
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.470
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0020.001
Bibliometrics0.0000.000
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0000.003

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 head0.180
GPT teacher head0.529
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 designSystematic review
Domainnot available
GenreReview

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

Citations11
Published2024
Admission routes1
Has abstractyes

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