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Record W4285803278 · doi:10.1177/09683445221105258

Enslaved by the Uniform: Contemporary Descriptions of Eighteenth-Century Soldiering

2022· article· en· W4285803278 on OpenAlexafffund
Jennine Hurl-Eamon

Bibliographic record

VenueWar in History · 2022
Typearticle
Languageen
FieldSocial Sciences
TopicAmerican Constitutional Law and Politics
Canadian institutionsTrent University
FundersSocial Sciences and Humanities Research Council of Canada
KeywordsNewspaperRhetoricVariety (cybernetics)MetaphorAnalogyPunishment (psychology)LawHistoryAutonomyMedia studiesPolitical scienceLiteratureSociologyPsychologyArtSocial psychologyLinguisticsPhilosophy

Abstract

fetched live from OpenAlex

A wide variety of eighteenth-century authors made comparisons to soldiering and slavery in newspapers, pamphlets and books. The analogy tended to be applied to highlight the lack of personal autonomy and inadequate wages of army service, as well as its harsh punishment and lifetime enlistment periods. While some commentators championed soldiers' rights to better treatment, many had other agendas in mind. It was particularly prominent in anti-abolitionist propaganda, for example. Regardless of their intentions, civilians' soldier-as-slave rhetoric took a toll on the actual men in uniform. The few rank-and-file writers to acknowledge it suggest that the metaphor shamed and humiliated them.

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)0.002
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.020
Threshold uncertainty score0.059

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0030.003
Science and technology studies0.0130.026
Scholarly communication0.0060.004
Open science0.0010.003
Research integrity0.0020.004
Insufficient payload (model declined to judge)0.0040.000

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.

Opus teacher head0.041
GPT teacher head0.254
Teacher spread0.214 · 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 designQualitative
Domainnot available
GenreEmpirical

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

Citations1
Published2022
Admission routes2
Has abstractyes

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