Membership without Social Citizenship? Deservingness & Redistribution as Grounds for Equality
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
Western societies have experienced a broadening of inclusive membership, whether we consider legal, interpersonal, or cultural membership. Concurrently, we have witnessed increased tensions around social citizenship, notably harsher judgments or boundaries over who “deserves” public assistance. Some have argued these phenomena are linked, with expanded, more diverse membership corroding solidarity and redistribution. We maintain that such a conclusion is premature and, especially, unsatisfactory: it fails to detail the processes–at multiple levels of analysis–behind tensions over membership and social citizenship. This essay draws on normative political theory, social psychology, cultural sociology, and political studies to build a layered explanatory framework that highlights the importance of individual feelings of group identity and threat for people's beliefs and actions; the significance of broader cultural repertoires and notions of national solidarity as a source and product of framing contests; and the diverse ways elites, power, and institutions affect notions of membership and deservingness.
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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 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) | 0.000 | 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