Representation of national identity in Dokiia Humenna's novels
Bibliographic record
Abstract
This thesis analyzes the formation and gradual development of national identity in Dokiia Humenna’s four novels: Dar Evdotei (Evdoteia’s gift, 1990), Khreshchatyi iar (Kyiv 1941-43: Roman-khronika) (The Cross-shaped Ravine (Kyiv 1941-43): A Novel-Chronicle, 1956), Mynule plyve v pryideshnie (The Past Flows into the Future, 1978), and Velyke Tsabe (The Great Tsabe, 1952). The research explores the way Humenna saw the circumstances and the challenges faced by Ukrainian society under two authoritarian and autocratic regimes (Nazi and Soviet) and the destructive effects of these regimes on the concept of national identification. The project utilizes the notions of myth, collective memory, and cultural trauma in understanding why society retains a certain group identity.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.009 | 0.013 |
| Scholarly communication | 0.006 | 0.004 |
| Open science | 0.000 | 0.004 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.002 | 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 source (direct Gemma or distilled Codex), 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".