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Record W4311309169 · doi:10.22364/adz.58.20

Trīs vīru dzīvesstāsti

2022· article· lv· W4311309169 on OpenAlexaff
Brigita Šiliņa

Bibliographic record

VenueAkadēmiskā Dzīve · 2022
Typearticle
Languagelv
FieldArts and Humanities
TopicHistorical and Archaeological Studies
Canadian institutionsPROTO Manufacturing (Canada)
Fundersnot available
KeywordsMedicine

Abstract

fetched live from OpenAlex

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.

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.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Science and technology studies, Insufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Other · Consensus signal: none
Teacher disagreement score0.747
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
Science and technology studies0.0050.001
Scholarly communication0.0000.000
Open science0.0010.002
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0560.001

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.

Opus teacher head0.046
GPT teacher head0.211
Teacher spread0.164 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; both teacher heads agree on what is shown here.

Study designNot applicable
Domainnot available
GenreOther

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".

Quick stats

Citations0
Published2022
Admission routes1
Has abstractyes

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