MétaCan
Menu
Back to cohort
Record W2146278843 · doi:10.1177/1533317506294601

Mealtime Experiences of Families With Dementia

2007· article· en· W2146278843 on OpenAlexaff
Heather Keller, Holly Edward, Carly N. Cook

Bibliographic record

VenueAmerican Journal of Alzheimer s Disease & Other Dementias® · 2007
Typearticle
Languageen
FieldMedicine
TopicChild Nutrition and Feeding Issues
Canadian institutionsUniversity of Guelph
Fundersnot available
KeywordsDementiaPleasurePsychologyGerontologyDevelopmental psychologyDiseaseMedicinePsychiatryPsychotherapist

Abstract

fetched live from OpenAlex

Twenty-three family caregivers participated in interviews to provide their perspectives on mealtimes when caring for someone with dementia (probable Alzheimer's disease, n = 14; senile dementia, n = 2; mixed dementia, n = 2; frontal temporal lobe dementia, n = 3; and Parkinson-related dementia, n = 1). Qualitative analyses described eating conduct changes and strategies to make mealtimes manageable. They also identified that mealtimes provided a social connection for families, although simplification of meals was required. Additionally, pleasure from food consumed was important, although tension existed around providing nutritious meals. Sometimes, caregivers compromised or "gave in"; at other times they needed to "step in" to promote a successful meal. The many changes noted around meals signaled the changing status of their family member. This study provides important insight into the challenges and benefits of mealtimes for those living with dementia in the community.

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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.002
metaresearch head score (Gemma)0.007
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.016
Threshold uncertainty score0.032

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.007
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0080.002
Scholarly communication0.0020.002
Open science0.0010.003
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0030.000

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 head0.016
GPT teacher head0.288
Teacher spread0.272 · 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 source (direct Gemma or distilled Codex), not a consensus.

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

Citations65
Published2007
Admission routes1
Has abstractyes

Explore more

Same venueAmerican Journal of Alzheimer s Disease & Other Dementias®Same topicChild Nutrition and Feeding IssuesFrench-language works237,207