Commentary: The rise and rise of corporate epidemiology and the narrowing of epidemiology's vision
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
Ethical regulations have become stricter throughout the world—fortunately so!—but this has not significantly hindered large-scale studies. Also fortunately, legal action does not seem to constitute a major threat to research outside the USA. In particular, epidemiological studies have markedly increased in Latin America and Asia, firstly with important contributions of researchers from North America and Europe, but in the last couple of decades with a steadily growing participation of local scientists. For example, our last national epidemiological conference in Brazil attracted over 4000 participants. Many studies on infectious and nutritional epidemiology are under way in Africa, mainly on AIDS and malaria; although these investigations are still mostly led by expatriates, African scientists are building up their own research centres and networks. I am not sufficiently familiar with the situation in the USA to gauge whether Rothman’s article had a major impact. It received a modest 36 citations in the Web of Science since its publication, and the only letter that appeared in the following issues of the New England Journal of Medicine was from Alvan Feinstein, who challenged the contribution of William Farr to epidemiology because of his backing of the miasma theory. Hardly a topic of current interest! Futurology is a high-risk occupation. Again with the benefit of hindsight, looking at Rothman’s paper after a quarter century shows that ethical guidelines helped improve epidemiology, and that our discipline evolved much beyond the study of proximate exposures and of hospital-based studies. Long live epidemiology!
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.
Direct model labels (unvalidated)
Per-model category and study-design labels from the labeling rounds. They are machine output, unvalidated, and the disagreement between models ships as data. No study design here is MEDLINE-validated yet.
| Model arm | Categories | Study design | Confidence |
|---|---|---|---|
| gemma | Science and technology studies Domain: not available · Genre: Commentary About the Canadian research system: no · About a Canadian topic: no | Not applicable | medium |
| gpt | Metaresearch Domain: Methods · Genre: Commentary About the Canadian research system: no · About a Canadian topic: no | Theoretical or conceptual | low |
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 | 0.198 | 0.161 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.004 | 0.001 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.006 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.002 | 0.009 |
| 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