Race, Medicine, and Colonial Rule in the Mandated Territory of New Guinea
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
Public health in the Mandated Territory of New Guinea shared characteristics with regimes in other colonial territories. The protection of European health and ensuring a supply of efficient indigenous labour were the principle aims of the public health regime. Measures to control infectious disease focused on racial segregation of urban spaces, surveillance, and control of indigenous mobility. Yet, if the mandate did not systemically encourage projects in preventive health and social medicine, wider public engagement with the international discourse of indigenous welfare and uplift surrounding it at times shaped colonial administration indirectly. One Director of Public Health in New Guinea, Raphael Cilento, invoked the terms of the mandate during acrimonious debates over nutrition in the 1920s that led to significant changes to rations included in the Native Labour Ordinance.
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) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 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) | 0.003 | 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