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
From 1901-1942, the Ethical Policy era in the Dutch East Indies was a period when ‘ethical’ colonial policies, which sought to retain the cultural integrity and welfare of the Indonesian people were introduced by Dutch colonial authorities. These ethical policies included strengthening Indonesia’s agricultural economy to bolster local welfare, as well as integrating traditional Indonesian laws and values (adat) into their labour policies—particularly for female labourers. This paper explores the effects of Dutch Ethical Policy on the labour conditions for Indonesian women by examining the consequences of agricultural expansion, how adat is retained in labour policies, perceptions of Dutch versus Indonesian women, and the female night labour bill of 1925. It posits that the Netherlands used pretenses of promoting Indonesian welfare and retaining traditional customs to justify and cover their complacency in the hazardous labour conditions for Indonesian women as a means to earn more profit from crop yields.
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 | 0.002 |
| 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 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.047 | 0.037 |
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