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
Much of the extant literature assessing the Austrian Socialist Party's (SDAP) social welfare programs in post-First World War Vienna tends to interpret these as the product of a paternalistic and conservative 'Germanophile' party. Many scholars claim the Socialists suppressed spontaneous working-class political activism, dulling the consciousness of soldiers and workers to the imminent danger to the Republic posed by Austrian fascists. This essay instead proposes that there was a more complex relationship between the SDAP elite and its rank and file than has previously been thought. In attempting to engineer a new socialist society, the party combined progressive and traditional aspects in its welfare programs in an effort to both control and strengthen proletarian political consciousness. The ambiguous results of this program belie claims that the Viennese working class was supine either in the face of the SDAP's 'cultural offensive' or the right-wing reaction.
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 | 0.000 | 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 | 0.012 | 0.024 |
| Scholarly communication | 0.004 | 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