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Record W7112949527

Knowledge of caregivers of disabled elderly. Pedro Borrás Astorga Polyclinic. Pinar del Río. 2023

2023· article· en· W7112949527 on OpenAlex

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.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueDialnet (Universidad de la Rioja) · 2023
Typearticle
Languageen
FieldHealth Professions
TopicNursing care and research
Canadian institutionsnot available
Fundersnot available
KeywordsQuarter (Canadian coin)Inclusion (mineral)Sample (material)Descriptive researchDisabled peopleKnowledge level
DOInot available

Abstract

fetched live from OpenAlex

Introduction: Healthy elderly require supervision and help, being greater in disabled elderly. Objective: to determine the level of knowledge of caregivers of disabled elderly people of the Popular Council "Ceferino Fernández Viña", Pedro Borrás Astorga health area, Pinar del Municipality Rio, during the first quarter of 2023. Methods: observational, descriptive and cross-sectional study, with a universe of 91 caregivers and a sample of 84, according to inclusion and exclusion criteria. Theoretical, empirical and statistical methods were used.Results: 21,4 % of the caregivers are between 40 and 49 years of age and 85,7 % are female. The care that did not have knowledge related to the duties and rights of the disabled predominated 84,5 %, the need to emphasize the lost capacities more than the conserved ones in 70,2 %. 80,9 % of the sample does have knowledge about nutrition in the disabled elderly. The level of knowledge in general of the studied caregivers was evaluated in most of the caregivers with a medium level of 55,9 %. Conclusions: most of the caregivers of the disabled elderly studied have deficiencies related to the knowledge to adequately carry out their work.

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 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 score0.355
Threshold uncertainty score0.933

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.002
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0010.001

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 head0.051
GPT teacher head0.432
Teacher spread0.381 · 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