Twenty-first century emergency response efforts of the Commissioned Corps of the US Public Health Service
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 impact of the Commissioned Corps of the US Public Health Service (Commissioned Corps) on the health and safety of the nation spans more than two centuries. The public health efforts of the highly qualified health professionals of this often-underreported uniformed service include fighting threats like the great flu pandemic of 1918, the anthrax attacks, Ebola, and natural disasters such as Hurricanes Maria, Irma, and Katrina. As we near the first quarter of the twenty-first century, it is important to take a snapshot of the critical contributions and response efforts the Commissioned Corps has made in the first 18 years of the twenty-first century. Today, the Commissioned Corps faces new challenges in the form of emerging diseases and a rapidly growing opioid epidemic, but under the guidance of the US Surgeon General, it remains vigilant and fully capable of minimizing any public health threat it encounters.
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 | 0.006 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 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 it