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
In December 1918, in its first conference since the outbreak of the Great War, the revolutionary syndicalist Free Association of German Trade Unions (Freie Vereinigung deutscher Gewerkschaften — FVdG) noted that it was the only trade union organization in the country that did not have to readjust its program with the return of peace. The syndicalists were alluding to the fact that theirs had been the only German workers' organization to have adopted an internationalist rather than a patriotic response to the war. The FVdG had neither supported the national cause nor endorsed the Burgfrieden , or civil truce, whereby all factional disputes were to be set aside and all sectoral interests subordinated to the higher interests of the imperiled nation. Its opposition to the war, its refusal to cooperate with the state and the employers, moreover, had made the FVdG a beneficiary of the growing radicalization of German workers. In the immediate postwar period it expanded at a rate six times greater than any other labor organization in the country.
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 | 0.002 | 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 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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