Hindsight is 2020: Lessons Learned from the COVID-19 Pandemic on Death, Dying, and Grief
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 severe acute respiratory syndrome coronavirus-2 (SARS-CoV-2) pandemic has led to significant changes not only in the way we live, but also in the way we die. Visitor restrictions mean that patients are dying alone, and that families and loved ones are often unable to say goodbye or visit in the days and hours preceding death. Further, limitations on various cultural norms and rituals following death, such as the ability to hold funerals or wakes, are also influencing the experience of death and dying. The impact of these changes on bereavement and grief remains unknown, but it has been speculated that such changes may lead to adverse bereavement and grief experiences. There is an urgent need to establish a national grief strategy to ensure sufficient resources and supports for people experiencing the loss of a loved one, be it from coronavirus disease-19 (COVID-19) or another cause, during and beyond the pandemic.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.002 | 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 it