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
New perspectives on the history of twentieth century public health in Europe. European public health was a playing field for deeply contradictory impulses throughout the twentieth century. In the 1920s, international agencies were established with great fanfare and postwar optimism to serve as the watchtower of health the world over. Within less than a decade, local-level institutions began to emerge as seats of innovation, initiative, and expertise. But there was continual counterpressure from nation-states that jealously guarded their policymaking prerogatives in the face of the push for cross-national standardization and the emergence of original initiatives from below. In contrast to histories of twentieth-century public health that focus exclusively on the local, national, or international levels, Shifting Boundaries explores the connections or "zones of contact" between the three levels. The interpretive essays, written by distinguished historians of public health and medicine, focus on four topics: the oscillation between governmental and nongovernmental agencies as sites of responsibility for addressing public health problems; the harmonization of nation-states' agendas with those ofinternational agencies; the development by public health experts of knowledge that is both placeless and respectful of place; and the transportability of model solutions across borders. The volume breaks new ground in its treatment of public health as a political endeavor by highlighting strategies to prevent or alleviate disease as a matter not simply of medical techniques but political values and commitments. Contributors: Peter Baldwin, Iris Borowy, James A. Gillespie, Graham Mooney, Lion Murard, Dorothy Porter, Sabine Schleiermacher, Susan Gross Solomon, Paul Weindling, and Patrick Zylberman. Susan Gross Solomon is professor of political science at theUniversity of Toronto. Lion Murard and Patrick Zylberman are both senior researchers at CERMES (Centre de Recherche Médecine, Sciences, Santé et Société), CNRS-EHESS-INSERM, Paris.
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 | 0.003 | 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 | 0.002 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| 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