MétaCan
Menu
Back to cohort
Record W4417200787 · doi:10.3399/bjgpo.2025.0234

What does "housebound" mean? Mixed methods study to develop a consensus definition

2025· article· en· W4417200787 on OpenAlexaff
Polly Duncan, Nathan Yung, Shoba Dawson, Laura D Howe, Ailsa Cameron, Karen Sargent, Sarah Dawson, Chris Salisbury, Rupert Payne

Bibliographic record

VenueBJGP Open · 2025
Typearticle
Languageen
FieldHealth Professions
TopicMental Health and Patient Involvement
Canadian institutionsInstitute of Population and Public Health
FundersUniversity of BristolNational Institute for Health and Care Research
KeywordsHealth careHealth services researchComparabilityHealth servicesMEDLINE

Abstract

fetched live from OpenAlex

BACKGROUND: Housebound patients are an under-researched group who face challenges accessing primary healthcare and have complex needs. There is no consensus definition of housebound, hindering research. AIM: To develop a definition of housebound. DESIGN & SETTING: Consensus methodology, United Kingdom (UK). METHOD: =14) to agree a definition. An evidence summary was developed for each definition, combining review and interview data. A two-stage RAND/UCLA Appropriateness Method was used, with consensus defined as a median score≥7/9 for clarity and appropriateness. RESULTS: 847 titles and abstracts were screened, and 413 articles underwent full text review. Fifty-two definitions were identified, grouped under five themes: unable to attend the surgery; unable to leave the house; unable to leave house without assistance; self-report of housebound; and recorded as housebound on healthcare records. Subcategories of housebound included fully/semi, temporarily/permanently, and blockbound/housebound/chairbound/bedbound. Six definitions met the top scoring criteria, and a final definition was agreed: "Someone who is unable to leave their home or who requires significant assistance to do so. This may be due to illness, frailty, disability, surgery, mental ill health or nearing the end of life." CONCLUSION: Our consensus definition can be used in UK research and may help policymakers and providers - within and outside the UK - evaluate and develop healthcare services for housebound patients.

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)0.004
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies, Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.278
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0040.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0010.001
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.001

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 head0.438
GPT teacher head0.575
Teacher spread0.137 · 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 designQualitative
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

Explore more

Same venueBJGP OpenSame topicMental Health and Patient InvolvementFrench-language works237,207