Bibliographic record
Abstract
During the Russian Civil War many Communist Youth League (Komsomol) military recruits loyally supported the Bolshevik Party on the civilian and military fronts. With the cessation of hostilities the Komsomol attempted to consolidate control over its members in the armed forces by creating Komsomol military cells. Party leaders, believing that Komsomol recruits were politically unreliable, denied all Komsomol requests for autonomy and forced League members to subordinate themselves to military Party organs and to undergo intensive political indoctrination. The Party hoped that these measures would raise the political qualifications of Komsomol recruits. As the number of Komsomol members in military units grew, the strict subordination of Komsomol members proved untenable. The Party therefore created Komsomol "groups assisting the Party" in 1924. Their establishment effectively purged the Party of politically immature Komsomol members and reorganized the Parry's military control apparatus.
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How this classification was reachedexpand
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 | 0.031 | 0.023 |
| Scholarly communication | 0.002 | 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 itClassification
machine, unvalidatedMachine predicted; both teacher heads agree on what is shown here.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".