Between Stagnancy and Affluence: Reinterpreting Water Poverty and Domestic Flows in Delhi, India
Bibliographic record
Abstract
Hydrological systems are reflective of the social systems from which they spring. A close examination of the water narratives in a Central Delhi slum reveals that these are imbued with language of developmental struggle and social injustice. This brings clear voice to otherwise tacit, abstract flows ranging from the movement of women, to the circulation of money, and distribution of water, illustrating the delineation and control of the borders and categories over which things flow. In the slum, residents mark the success of their lives, and their measure of the future, by the passing of time in waiting for water. Some residents are believed to live in a state of financial, temporal, and hydrological affluence, while others identify the flows in their lives as stagnant. These abstractions are manifested in stories of daily water struggles, reflecting identities and worldviews that shed light on perceptions of development that are otherwise difficult to express.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.003 | 0.003 |
| Science and technology studies | 0.006 | 0.021 |
| Scholarly communication | 0.008 | 0.004 |
| Open science | 0.001 | 0.008 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.001 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".