Interview with Dr. Tom Catena, Physician-Surgeon, Mother of Mercy Hospital in Gidel, South Kordofan (Nuba Mountains), Sudan
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 following interview of Dr. Tom Catena by Samuel Totten was largely conducted in the Nuba Mountains, Sudan. Catena, a US citizen with a medical degree from Duke University in Durham, North Carolina, has what one can aptly describe as legendary status in the Nuba Mountains. He is the only physician-surgeon at the only hospital in the Nuba Mountains. Due to the fact that he cares for anyone who shows up at Mother Mercy Hospital in Gidel, he has seen up-close the human impact of the bombs the government of Sudan has dropped almost daily on the civilians of the Nuba Mountains since June 2011, as well as the impact of civilians being forced off their farms due to the aerial bombings—that run the entire gamut from malnutrition to starvation. His thoughts on the current crisis in the Nuba Mountains are fascinating and insightful.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 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