Factors associated with frailty syndrome in elderly women
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.
Bibliographic record
Abstract
Objective: to evaluate the factors associated with frailty syndrome in elderly women in an outpatient clinic. Methods: cross-sectional study with 252 elderly women. The Mini Mental State Examination and the Edmonton Frail Scale were applied. The association of variables was performed using simple linear regression (Fisher’s F and Student’s t tests), p≤0.05.Results: there was prevalence of married women (44.4%) with low schooling (50.0%) and living with relatives (50.8%). Among them, 28.6% had mild, 13.0% moderate and 3.6% severe frailty. The factors associated with the syndrome were age (p=0.021), level of education (p=0.001), living with relatives (p=0.013), illnesses (p=0.023), falls (p=0.001) and hospitalization in the last 12 months (p=0.001). Conclusion: evidenced that almost half of the sample presented some type of frailty. Thus, it is important to evaluate this population frequently, considering the associated factors that can contribute to frailty.
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Full frame distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it