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
This article explores the conceptual commitments underlying Luxemburg’s repudiation of the discourse of disappointment which had overtaken the European socialist movement during the First World War. My analysis brushes against the grain of the traditional interpretation of Luxemburg’s admonitions ‘to be cheerful despite everything and anything’ as arising from her allegiance to a Marxist philosophy of history which decrees that socialism must inevitably prevail and so refuses to give way to disappointment or despair. The philosophy of history which Luxemburg absorbed from Marx, notably through the Eighteenth Brumaire, prophesies the ultimate victory of socialism but ordains that the actual events and experiences through which this victory is prepared will consist in catastrophes rather than conquests. In Luxemburg, I suggest, we can see more clearly how the experience of failure could make the realization of socialism more rather than less certain, and in terms that refer more directly to the inner situation of the socialist activist than the abstract assurances on which Marx relied: failure occasions the opportunity for deeper learning but, more importantly, it is in the experience of failure that the commitment on which the realization of socialism depends is tested and, in Luxemburg’s hands at least, forged.
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 | 0.006 | 0.002 |
| 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 | 0.004 |
| 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