Experiences of Older Adults in Transition from Hospital to Community
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
This study examined how patients experience transitions to community from hospitals, inclusive of daily living problems and medical concerns. Analysing qualitative data from interviews with 36 individuals including 17 high-risk older adults with multiple chronic health conditions recently discharged from hospital, and 19 family members who provided the patients with ongoing care, we asked (1) What are the challenges that patients experience in transitioning home from the hospital, and (2) What are the system and policy solutions that can address the challenges these patients experience? Our findings reveal both short- and long-term challenges associated with transitions back home. Short-term challenges include preparing the dwelling for the patient and understanding the organization of care at home. Long-term challenges are associated with practical and emotional concerns. Reflecting on our findings, we suggest that patients' social needs may be equally important to their medical needs during post-discharge recovery, and we discuss implications for policy.
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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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.002 |
| Insufficient payload (model declined to judge) | 0.001 | 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