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Record W2405969586 · doi:10.1080/08959420.2016.1187034

Experiences of Informal Caregivers of Older Adults Transitioned From Nursing Homes to the Community Through the Money Follows the Person Demonstration

2016· article· en· W2405969586 on OpenAlex
Lorand Kristof, Richard H. Fortinsky, Kathy Kellett, Martha Porter, Julie Robison

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

VenueJournal of Aging & Social Policy · 2016
Typearticle
Languageen
FieldHealth Professions
TopicGeriatric Care and Nursing Homes
Canadian institutionsMcMaster University
FundersCenters for Medicare and Medicaid ServicesState of Connecticut Department of Social Services
KeywordsAnxietyCaregiver burdenMedicineGerontologyDemographicsNursingPsychologyPsychiatryDementia

Abstract

fetched live from OpenAlex

This study examined experiences of 156 informal caregivers of older adults who transitioned to the community through the Connecticut Money Follows the Person (MFP) Rebalancing Demonstration after prolonged nursing home stays. Caregiver burden, positive aspects of caregiving, depressive symptoms, anxiety, and comparative subjective stress were examined in relation to caregiver demographics and care receiver characteristics with a cross-sectional survey. Caregivers reported low burden, depressive symptoms, and anxiety, and fairly high levels of positive aspects of caregiving and satisfaction with community services. Most caregivers were less stressed compared to the time the care recipient was in, or before they entered, a nursing home. Live-in caregivers experienced more positive aspects of caregiving, but adult children reported higher burden than other caregivers. Unmet service needs also increased caregiver burden. Programs like MFP are a viable option with broadly positive outcomes from a caregiver's perspective. Enthusiasm for increasing access to community care is growing for older adults who otherwise would reside in nursing homes for extended periods. Identifying unmet service needs and needs for targeted functional support could further enhance caregiver experiences and contribute to the successful transition of older adults to 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.

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: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.084
Threshold uncertainty score1.000

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 studies0.0020.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
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 head0.034
GPT teacher head0.374
Teacher spread0.339 · 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