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Record W4405447783 · doi:10.3390/healthcare12242537

A Scoping Review on the Influence of Housing on the Health and Well-Being of People with a Spinal Cord Injury/Dysfunction

2024· review· en· W4405447783 on OpenAlexafffund
Sarmitha Sivakumaran, Tsione Kebede, Kirstin E. Yuzwa, Ernest Wong, Christine Sheppard, Sara J. T. Guilcher, Peter Athanasopoulos, Krista L. Best, Anita Kaiser, Vanessa K. Noonan, Sander L. Hitzig

Bibliographic record

VenueHealthcare · 2024
Typereview
Languageen
FieldMedicine
TopicSpinal Cord Injury Research
Canadian institutionsPublic Health OntarioUniversité LavalPraxis Spinal Cord InstituteCentre for Interdisciplinary Research in RehabilitationSpinal Cord Injury OntarioWellesley InstituteMcMaster UniversityUniversity Health NetworkHealth Sciences CentreYork UniversitySunnybrook Health Science CentreToronto Rehabilitation InstituteUniversity of Toronto
FundersUniversity of TorontoTemerty Faculty of Medicine, University of TorontoCraig H. Neilsen Foundation
KeywordsCINAHLPsycINFOMEDLINESpinal cord injuryPsychologyGrey literatureGerontologyApplied psychologyMedicinePsychological interventionPsychiatryPolitical science

Abstract

fetched live from OpenAlex

Background/Objectives: Despite the growing recognition of housing as a significant concern for individuals with a spinal cord injury/dysfunction (SCI/D), there is limited research available on this topic. This scoping review aimed to identify and describe the literature on housing across the continuum for people with an SCI/D. Methods: This review utilized Arksey and O’Malley’s scoping review framework. Five databases were searched including MEDLINE (Ovid), Embase (Ovid), CINAHL Plus (EBSCO), PsycINFO (Ovid), and Web of Science (Core Collection). In addition, Google’s Advanced Search function was used to search the gray literature, and reference lists from the included studies were scanned. A preliminary assessment of the Theory of Access (TOA) constructs and their relationships was conducted using Penchansky and Thomas’ Theory of Access and Saurman’s additional updates. An adapted version of this theory was developed by the research team to identify the types of studies that assess the TOA’s six constructs and was used to identify knowledge gaps to advance research in this field. Results: The search yielded 25,861 records, with 36 studies meeting the inclusion criteria. Data analysis revealed the participants’ sociodemographic and impairment characteristics, as well as essential information pertaining to housing across the continuum for individuals with an SCI/D, both of which were inconsistently reported across the studies. Several studies (n = 18) reported on the influence of home adaptations on the health and well-being of individuals with an SCI/D. When framed within the TOA, issues of accessibility presented the most substantial barriers for the SCI/D community, followed by acceptability and availability. Conclusions: The findings of this scoping review suggest that housing is an understudied topic and that further research is required to generate evidence to better support the housing needs of individuals with an SCI/D globally.

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)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
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 score0.349
Threshold uncertainty score0.736

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0020.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.002
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 head0.130
GPT teacher head0.487
Teacher spread0.357 · 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 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

Citations0
Published2024
Admission routes2
Has abstractyes

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