The Importance of Proximity in the Social Network of Older Persons Living Alone During the Pandemic
Bibliographic record
Abstract
Context The COVID-19 pandemic may have particularly impacted older adults living alone who are at increased risk of social isolation and its negative consequences. This risk may have been further exacerbated due to public health measures and disruption of services and social support. Objective This study aimed to understand the experiences and social connectedness of older persons living alone during the COVID-19 pandemic in Quebec. Study design A qualitative study with 14 semi-structured interviews was conducted by telephone. The first part of the interview guide focused on social isolation and perceptions of loneliness, while the second part focused on of their perceived impact of the pandemic on their health and social network during the third to the fourth wave of the pandemic. Two independent analysts used Dedoose® software to conduct an inductive thematic analysis based on the transcribed interviews. Population studied Persons aged 65 and over living alone. Setting An urban (Montreal) and semi-rural (Chaudière-Appalaches) region of Quebec, Canada. Results We suggest two preliminary themes from our analysis: (1) autonomy and adaptability in the face of the pandemic, (2) the importance of social connections and services in close proximity. Despite challenges posed by the pandemic participants consistently reported a strong desire to limit burden to their family and pride in maintaining their autonomy. While some participants reported a deterioration in their physical and mental health due to the confinement measures, most reported little impact on their sense of loneliness. The fact that they had already been living alone for several years helped them to readily adapt. Day-to-day interactions with their immediate environment (neighbors, pharmacist, etc.) and helping others (accompanying friends, organizing social activities, etc.) within this network were consistently found to be important coping mechanisms. Conclusions Neighborhood contacts and services in close proximity were found to be important elements in promoting the well-being of older persons living alone. Health professionals should consider the importance of social interactions in close proximity when caring for older persons living alone.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.007 | 0.004 |
| Scholarly communication | 0.003 | 0.002 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 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 source (direct Gemma or distilled Codex), 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".