Bibliographic record
Abstract
In his 1910 JAMA address, the physician and pathologist Christian Herter (1865-1910) emphasized the importance of plasticity in science. Herter's insight is significant for understanding how public health's "ecology of ideas" must evolve and change as the health challenges facing populations alter through the different stages of "epidemiologic transition". The foundational moral aspiration (ie, disease control) and intellectual suppositions (eg, that public health is "purchasable") of the early twentieth-century public health pioneers C.-E.A Winslow (1877-1957) and his mentor Hermann Biggs (1859-1923) were shaped by sanitation science and were deployed to mitigate the risks of early-life mortality. But to meet the health challenges of today's aging world, public health's "ecology of ideas" must be plastic, and thus open to revision and refinement in terms of both its foundational moral aspirations and the intellectual suppositions concerning how to best improve population health. More medical research is needed in rate (of aging) control versus disease control.
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.
How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.006 | 0.006 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.004 | 0.053 |
| Scholarly communication | 0.009 | 0.008 |
| Open science | 0.001 | 0.006 |
| Research integrity | 0.005 | 0.009 |
| Insufficient payload (model declined to judge) | 0.004 | 0.001 |
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".