Winged Prometheans: Arctic Aviation as Socialist Construction in Stalinist Russia, 1928-1939
Bibliographic record
Abstract
During the 1920s and especially the 1930s, aviation became an increasingly important tool in the exploration and development of the USSR’s Arctic territories. The deployment of aircraft proved a boon to scientific research, but Soviet priorities in the Arctic during these years, particularly with the advent of Stalin’s five-year plans from 1928 onward, were more about building infrastructure and realizing the region’s potential for resource extraction. The use of aircraft in the Soviet Arctic was affected accordingly, with economic and developmental needs privileged over scientific ones. In line with its cultivation of pilots as national heroes, the Stalinist regime also took advantage of the international and domestic popular appeal of polar aviators—and the many exploits they staged in 1928 and afterward—to generate positive publicity for itself. Integrating Arctic aviation into the larger cultural framework of socialist realism, the USSR’s state-controlled media complex transformed polar fliers into symbols of Soviet virtue, exemplifying not just trailblazing courage, aptitude, and the mastery of futuristic technology—motifs common to the aviation cultures of many countries during this era—but also self-discipline and collective effort on behalf of the Soviet homeland and the attainment of socialist utopia.
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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 | 0.003 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.001 | 0.040 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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; a candidate call from one teacher head, not a consensus.
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".