Ingestive Skill Difficulties are Frequent Among Acutely-Hospitalized Frail Elderly Patients, and Predict Hospital Outcomes
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
Purpose : To examine the relationship between ingestive skill performance while eating and drinking and frailty status in acutely-hospitalized elderly patients and to examine whether there is a relationship between the proportion of ingestive skill difficulties and Length of Hospital Stay (LOS) and discharge destination. Methods : Frail (n = 64) and robust (n = 40) acutely-hospitalized elderly patients were assessed using The McGill Ingestive Skills Assessment. Results : Forty-three ingestive skills were significantly more affected in frail patients (21.9% to 95.3%) versus robust patients (2.5% to 65.0%). When adjusting for frailty status, difficulties in self-feeding and texture management were related to prolonged LOS, and difficulties in positioning and liquid ingestion were related to discharge to institutional care. Conclusion : Ingestive skill difficulties among acutely-hospitalized frail elderly patients were frequent and characterized by great complexity. This necessitates a broad range of management strategies related to the patients’ ability in positioning, self-feeding skills, as well as oropharyngeal sensorimotor skills.
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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 | 0.000 |
| 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