Bibliographic record
Abstract
This review analyzes the book “Pārcēlāji” (The Movers), published by the Institute of Philosophy and Sociology at the University of Latvia in the series “Bezbailīgie” (The Fearless) (edited by Māra Zirnīte, Mansards Publishing House, Riga, 2021). It is a publication dedicated to oral history, in which the life stories of three men – Ēriks Tomsons, Pēteris Jansons, and Laimonis Pētersons – combine historical, sociological, linguistic, and literary value. The work reveals their youth, their seafaring careers, and their heroic participation in the secret transport of refugees across the Baltic Sea in 1944–1945, saving people from the threats of war and occupation. The stories in the book are candid, down-to-earth, and without romanticization – they show the courage, risk, and extraordinary endurance of the smugglers, while illustrating the specificity of oral history, where the subjectivity of memory becomes a valuable historical artifact. The book encourages reflection on the eternal problem of refugees, linking historical experience with the contemporary context. The book also has a powerful psychological effect - the stoicism, self-confidence, and positive outlook on life of the migrants are an inspiring example of endurance in extreme circumstances.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.005 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.056 | 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 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".