Built lives: <i>Khwajasaras</i>, <i>Jouno‐Karmis</i>, and the Politics of Non‐Normative Kinship and Citizenship in South Asia
Classification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".
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 paper examines how relationships are ‘built’ among khwajasaras [non‐normative non‐binary persons] and female jouno karmis [sex workers] in two sites in Pakistan and India respectively. We focus on the non‐normative nature of these relationships, first, to disassemble gender normativity itself; second, to argue that the colonial legacy of bureaucratic norming of kinship in South Asia, anchored in legal consanguinity and affinity on one hand, and territory and patriarchy on the other, erases these found relationships. Finally, in formulating what we term, ‘relative kinship’ –authenticating one's identity and belonging as a citizen typically through a male kin –we trace the current impetus in Pakistan and India to algorithmically converge biographies and biometrics to recalibrate citizenship. We ask, how may we understand the built lives of those deemed by the state to be legally out of place as ‘aliens’ or ‘foreigners’. Through the lens of kinship and gender modalities in marginalized communities, the article has wider implications for thinking about the kinship‐nation continuum and the ways in which one does or can belong, if at all.
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.
How this classification was reachedexpand
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.010 |
| 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