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
Situated at the crossroads between the history of colonialism, of modern Southeast Asia, and of medical pluralism, this history of medicine and health traces the life of pharmaceuticals in Vietnam under French rule. Laurence Monnais examines the globalization of the pharmaceutical industry, looking at both circulation and consumption, considering access to drugs and the existence of multiple therapeutic options in a colonial context. She argues that colonialism was crucial to the worldwide diffusion of modern medicines and speaks to contemporary concerns regarding over-reliance on pharmaceuticals, drug toxicity, self-medication, and the accessibility of effective medicines. Retracing the steps by which pharmaceuticals were produced and distributed, readers meet the many players in the process, from colonial doctors to private pharmacists, from consumers to various drug traders and healers. Yet this is not primarily a history of medicines as objects of colonial science, but rather a history of medicines as tools of social change.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 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 | 0.000 | 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