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Record W4248807530 · doi:10.1093/geront/gnw162.1538

BEREAVED CANCER CAREGIVERS’ PREPAREDNESS FOR SPOUSE/PARTNER LOSS

2016· article· en· W4248807530 on OpenAlexaff
X Liu, Jessie Chin, Wai Fu, Dan Morrow, Elizabeth A. L. Stine‐Morrow

Bibliographic record

VenueThe Gerontologist · 2016
Typearticle
Languageen
FieldSocial Sciences
TopicFamily Support in Illness
Canadian institutionsUniversity of Waterloo
Fundersnot available
KeywordsSpousePreparednessCancerPsychologyMedicineNursingSociologyPolitical scienceInternal medicine

Abstract

fetched live from OpenAlex

significantly higher discrimination than White participants (p's<.05). Education was significantly lower for multiracial compared to White participants (p<.01); there was no significant difference in education for other racial groups. There were no racial differences for cognitive performance or incident cognitive impairment. However, multiracial participants showed significantly greater cognitive decline than White participants (p<.05). This difference in cognitive decline was no longer statistically significant after controlling for education. Our findings suggest that Black-White disparities in education and cognitive performance may not be as apparent in Puerto Rico as in the U.S., but further work is needed to understand the observed differences in education and cognition for multiracial older adults in Puerto Rico.

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 categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.565
Threshold uncertainty score0.985

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 studies0.0010.002
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

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 head0.070
GPT teacher head0.363
Teacher spread0.293 · 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 designNot applicable
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
Published2016
Admission routes1
Has abstractyes

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