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
Citizenship and the posthuman have not been often theorized together. In this paper, I want to think about their coalition both as a new episode in the efforts of politics for citizenship, including knowledge politics, and as a source of rebalancing power against governmental and corporate interests in citizenship politics. Here, I seek to address two questions: (1) What is posthuman citizenship? (2) What does posthuman citizenship bring to analysis of intersectional, complex, and multi-layered struggles of citizenship? Section I of the article addresses possible conceptual connections between citizenship and posthumanism at the posthuman political system level. Section II concentrates on a posthuman genealogy of citizenship to show why posthuman citizenship is a much-needed ontopolitical praxis. Section III details the main principles of posthuman citizenship with respect to mediation of rights, political agency, and political responsibility. The paper contributes to the understanding of politics of/for citizenship with two concepts: augmented political responsibility and posthuman deeds.
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 | 0.010 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 0.003 |
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