Challenging beliefs and ethical concepts: the collateral damage of SARS.
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 recent SARS (severe acute respiratory syndrome) outbreak exploded on an unsuspecting public and functionally paralyzed health care delivery systems in many countries. Cancer treatments were deferred and elective surgeries, clinic visits and diagnostic tests were postponed. Other collateral damage includes the devastating psychological distress suffered by patients who were isolated from their families, those same families who could not visit their ill loved ones, patients awaiting access to various aspects of the health care system, and health care workers. We are all starting to dig out, and this process will take many months at a minimum and we may never completely return to the way we were. This commentary addresses the implications of a modern-day epidemic like SARS, focusing on the intensive care unit setting, with special attention given to the effect on health care workers. We explore some of the ethical challenges posed to relationships, professional integrity and resource allocation.
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 | 0.000 | 0.001 |
| 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 | 0.000 | 0.000 |
| 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