Social Isolation and Psychological Distress Among Older Adults Related to COVID-19: A Narrative Review of Remotely-Delivered Interventions and Recommendations
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
The COVID-19 pandemic is associated with several short- and long-term negative impacts on the well-being of older adults. Physical distancing recommendations to reduce transmission of the SARS-CoV2-19 virus increase the risk of social isolation and loneliness, which are associated with negative outcomes including anxiety, depression, cognitive decline, and mortality. Taken together, social isolation and additional psychological impacts of the pandemic (e.g., worry, grief) underscore the importance of intervention efforts to older adults. This narrative review draws upon a wide range of evidence to provide a comprehensive overview of appropriate remotely-delivered interventions for older adults that target loneliness and psychological symptoms. These include interventions delivered by a range of individuals (i.e., community members to mental health professionals), and interventions that vary by implementation (e.g., self-guided therapy, remotely-delivered interventions via telephone or video call). Recommendations to overcome barriers to implementation and delivery are provided, with consideration given to the different living situations.
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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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.002 | 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 | 0.001 | 0.001 |
| 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