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
Narratives of hope are omnipresent in democratic life, but what can they tell us about the structure and orientation of politics? While common, they are often reduced to an all-compassing understanding that overlooks hope's various forms and implications. Democratic theory, however, lacks the theoretical language to attend to these distinctions. The aim of this essay is thus to define a collective and political account of hope and recover the normative basis of a democratic theory of hope. Drawing on the literature on hope and juxtaposing it with extracts from Harvey Milk's ‘The Hope Speech,’ I first distinguish its collective experience before turning to Hannah Arendt. While Arendt rejects a politics of hope that turns away from the world, exploring how she thinks with and against hope provides a theoretically fruitful approach that elevates the in-betweenness of its worldly expression. From that standpoint, I relate the work and experience of hoping with others to her notions of natality, action and promises. These three conceptual touchstones provide the normative basis of a democratic theory of hope and help situate a collective sense of possibility inherent in democratic politics.
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 | 0.004 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.002 |
| 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