Potential Influence of Acute Dysregulated Sleep on Fall Incidence Among Low-Income Older Women: A Case Study
Bibliographic record
Abstract
PURPOSE: Chronic dysregulated sleep is associated with increased fall risk in older adults, especially in low-income communities. However, little is known about the effects of acute dysregulated sleep. METHOD: In the current study, we report sleep characteristics the night (Nightx), week, and month prior to a reported fall in two low-income African American older women from Orlando, Florida. RESULTS: Light, deep, rapid eye movement, wake, and total sleep duration between the 7 and 30 days preceding a reported fall were similar for both participants. However, participants had notable differences in all sleep stages, wake time after sleep, and total sleep duration when comparing Nightx to their average sleep 7 and 30 days prior. Participant A had relatively consistent sleep times, whereas Participant B did not, whose lowest total sleep time was Nightx. CONCLUSION: An acute bout of atypical sleep may increase fall risk among low-income older women, but more research is needed to support this theory.
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How this classification was reachedexpand
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 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 | 0.001 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
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".