Living through the Pandemic with a Disability: A Longitudinal Qualitative Study
Bibliographic record
Abstract
This study investigated the experiences of people with disabilities during the first year of the COVID-19 pandemic. Four semi-structured qualitative interviews were conducted individually with 13 participants between May 2020 and February 2021. The data were thematically analyzed. Three themes were identified: (1) “Being an active agent in changing how things are done in the face of COVID restrictions”, revealed changes that participants made to their daily routines resulting from government-imposed and self-imposed restrictions; (2) “Pandemic restrictions wreak havoc”, explained participants challenges with adapting to the restrictions; and (3) “Trying to be resilient in the face of pandemic changes” described participants’ efforts to cope with life during the pandemic. The findings illustrate how life changed for people with disabilities during the pandemic. Participants reported specific types of challenges at each time point. As the vaccine rollout became more imminent, participants expressed more hope for the future and getting back to normal.
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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) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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 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".