Unseen Powers and Democratic Detectives: Street Vendors in an Indonesian City
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
Abstract This article documents how the democratic detective is related to important changes in the meaning and clustering of both keywords and social types since the democratic transition in I ndonesia in 1998. The article describes how during a government‐organized street vendor relocation, Arif, a young street vendor, as a democratic detective, positions himself in relation to the rakyat (the people), which is viewed as the most authentic body to bring forth social and political change in I ndonesia; and to the oknum , an individual who abuses his position of power for personal benefit. In this paper, I show how the democratic detective is developing new techniques for achieving transparency based on a shared pattern of latent communication in newspapers and is involved in producing a narrative reminiscent of a detective story. [ I ndonesia, Y ogyakarta City, transparency, detectives, street vendors, urban figures].
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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 | 0.001 | 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