Unintended Consequences: How COVID-19 Provided a Unique Opportunity for Disabled Workers
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
COVID-19 has been such a challenge for everyone across society in all countries and every economy. It has been one of the most disruptive phenomena experienced by anyone in over a century. Because of COVID-19 the very nature of work changed significantly and therefore many obstacles arose that had to be handled as well as some opportunities. Most organizations were caught off guard and as expected clung very hard to established work procedures and protocols that had been previously established. The result created a conflict between accepted corporate cultures and the forces for change to adapt to COVID-19 and its implications. One such issue was the sudden reliance on working remotely and its effects on workers, especially those with disabilities. While this study is about working remotely and those with disabilities, it is important to note up front that regardless of the type of workers involved employer opposition to remote work exists to some extent for all workers and is not particularly directly at those with disabilities.
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 | 0.004 | 0.002 |
| 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 | 0.000 |
| Scholarly communication | 0.001 | 0.003 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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