Introduction: Human Longevity, Utopia, and Solidarity
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
Biomedical and geriatric technologies are having major impacts on the development and management of human longevity. Our contention in this special issue is that longevity should be considered as a point of departure for new forms of politics in which social sciences, in particular sociology and politics, can play an important role. In this introduction, we argue that emerging consumer markets in biomedicine are incrementally redefining the relationship between old age and society. Techno-economic transformations are creating new sites of vulnerability that are masked by medical utopias of good health and “living forever.” In this context, it is unlikely that such technologies will be able to overcome inequalities in distribution and may well exacerbate various forms of injustice. By drawing on notions of institutional precariousness and scarcity, we conclude that to maintain any degree of social solidarity, increasing longevity will force the emergence of a “sociology of limits.”
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 | 0.000 |
| 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 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 0.001 |
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