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Record W4365445205 · doi:10.1017/9781108767712.008

“What Should We Preach Now?”

2023· book-chapter· en· W4365445205 on OpenAlexaff
Doris L. Bergen

Bibliographic record

VenueCambridge University Press eBooks · 2023
Typebook-chapter
Languageen
FieldSocial Sciences
TopicVietnamese History and Culture Studies
Canadian institutionsUniversity of Toronto
Fundersnot available
KeywordsObedienceOathLawPolitical scienceFront (military)HistoryEngineering

Abstract

fetched live from OpenAlex

Chapter 6 examines the period from 1944 to May 1945. How did chaplains deal with impending defeat? The chaos of retreat brought many challenges. Chaplains witnessed the death throes and killing frenzies of Hitler’s Germany, as atrocities continued to the bitter end. Chaplains ministered to the Wehrmacht amid the destruction of the Jews of Hungary, assault on civilians in the name of anti-partisan warfare, and death marches as concentration camps were shut and guards forced prisoners out onto the road. The physical demands of the chaplains’ work increased as their numbers dwindled and those left lacked supplies of all kinds. Newly created NSFOs, Nazi leadership officers, competed with them for soldiers’ hearts and minds. Yet chaplains found they were more valued in times of defeat. At the front they reminded soldiers of their oath of obedience, while they comforted bereaved families at home. Some Greek Orthodox chaplains were allowed to minister to Ukrainian Waffen-SS men in the Galicia Division. Yet even as chaplains continued to serve, they began quietly to disregard the regime’s will when it conflicted with institutional self-interest, e.g. in appointing new base chaplains.

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 machine prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.002
metaresearch head score (Gemma)0.003
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Other · Consensus signal: none
Teacher disagreement score0.039
Threshold uncertainty score0.077

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0100.010
Scholarly communication0.0050.008
Open science0.0010.002
Research integrity0.0020.006
Insufficient payload (model declined to judge)0.0150.003

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 head0.074
GPT teacher head0.262
Teacher spread0.188 · 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; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
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
Published2023
Admission routes1
Has abstractyes

Explore more

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