Bantar Gebang: An Urban-Refuse Waste Picker Community at Indonesia's Largest Landfill
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
This paper discusses Bantar Gebang, a landfill site twenty miles east of Southeast Asia's largest city Jakarta, Indonesia and considers the landfill as an extension of Jakarta's urban residential space. The discussion includes geography and political economy of the landfill and of Indonesia, as well as the lives of Indonesian Waste Pickers, and other related communities. Documentary films about Global waste picker communities as well as political organization among these communities are analyzed.Keywords:Waste, Indonesia, Landfills, Trash, RefusePlease cite as:Oman-Reagan, Michael P. 2012. “Bantar Gebang: An Urban-Refuse Waste Picker Community at Indonesia's Largest Landfill.” SocArXiv, Open Science Framework. Manuscript, submitted January 23, 2017. osf.io/preprints/socarxiv/pq7p2
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 | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.002 | 0.009 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 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 it