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Record W7014918522

“Red Tabs” Life and death in the 6th South African Armoured Division,
\n1943 – 1945

2015· dissertation· en· W7014918522 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueUpSpace Institutional Repository (University of Pretoria) · 2015
Typedissertation
Languageen
FieldSocial Sciences
TopicWorld Wars: History, Literature, and Impact
Canadian institutionsnot available
Fundersnot available
KeywordsInfantryBattleScope (computer science)World War IIQuarter (Canadian coin)Demographics
DOInot available

Abstract

fetched live from OpenAlex

The thesis seeks to understand, first and foremost, what the members of the 6th South African
\nArmoured Division in Italy during the Second World War experienced in their day-to-day
\nlives on campaign. It is therefore primarily a social history.
\nAlthough an exhaustive analysis of the demographics of the division is beyond the scope of
\nthis study, an attempt was made in Chapter 2 to identify some of the characteristics of the
\nvolunteers and their motivations for enlisting. Recruitment statistics and other sources show
\nthat in the final stage of the war, volunteers were most likely to be school-leavers and
\nuniversity students.
\nChapters three to eight detail the daily life in camp and on the road as the division progressed
\nup the length of Italy. The main themes revolve around the necessities of life, recreation,
\nleisure and ways of dealing with long periods of inactivity. The more controversial topics of
\nsexuality, alcohol use, and battle fatigue are not avoided. Regardless of the capacity in which
\nthey served, all those attached to the 6th South African Armoured Division experienced the
\ncountry and its people. Homesickness, discomfort and the fulfilling of basic needs was the
\ncommon bond.
\nChapter nine examines the topic of casualties and what it reveals about the men and their
\nexperience. At first glance, it would appear that the casualty rate was exceptionally low for a
\nfront line division. However, on closer examination, the casualty rate was found to be in line
\nwith that experienced by other nations involved in the Italian campaign. As expected, it was
\nfound that casualties occurred mainly in infantry units, although accidents accounted for 25
\nper cent of injuries.
\nIn the final chapter, the conclusions are presented and discussed in a theoretical context.
\nMemory is used as a category of analysis. Scholars are in agreement that distortion and
\ncleansing occurred due to the tendency of contemporary accounts to accentuate the positive.
\nThe needs of post-war society also helped to ensure that the language and experience of the
\nfront line soldier was overwhelmed

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.

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)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Science and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.627
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0020.000
Scholarly communication0.0000.001
Open science0.0010.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0000.000

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 head0.019
GPT teacher head0.252
Teacher spread0.232 · 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