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Record W2043814169 · doi:10.1353/vpr.0.0025

Body-Building and Empire-Building: George Douglas Brown, The South African War, and Sandow's Magazine of Physical Culture

2008· article· en· W2043814169 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.

venuePublished in a venue whose home country is Canada.
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

VenueVictorian periodicals review · 2008
Typearticle
Languageen
FieldArts and Humanities
TopicScottish History and National Identity
Canadian institutionsnot available
Fundersnot available
KeywordsGeorge (robot)EmpireHistoryAncient historyArtArt history

Abstract

fetched live from OpenAlex

Sometimes an author writes for the wrong magazine, with surprising long-term results. One of the givens for most Victorianists is that the demands of periodical writing engaged an author with his or her audiences in ways that were themselves creative. Research has commonly focused on writings where the contributor and the periodical match well, so that the expansive paratext of periodical publication deepens our understanding of an author's literary voice and of how it was perceived by contemporary readers. The case examined here is different, in that it examines what seems a flagrant mismatch. The relevant sub-group of scholars, specialists in the Scottish novel, would seem simply to have dismissed the whole relationship as a critically embarrassing anomaly, best not looked into too closely lest the reputation of their author be compromised. Nonetheless, once one reads the periodical as a cultural unit, and not just as the individual author's contributions to it, this apparent mismatch casts new light on the writer and his culture in a way that his professionally safer and more ambitious elite periodical short fiction cannot. The author is George Douglas Brown (1869-1902), still not widely known outside Scotland, but generally recognized as the first major modern Scottish novelist, and the periodical is Sandow's Magazine of Physical Culture, founded in 1898, and generally credited as the first bodybuilding magazine.1 Brown's landmark novel, The House with the Green Shutters, first published in 1901, has seldom been out of print and is a staple of the Scottish teaching canon at both high school and university level. On its publication, Brown was immediately recognized as the pivotal figure in a new turn in Scottish fiction, against the elegiac sentimentalism of the Kailyard-J. M. Barrie, S. R. Crockett,

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)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.849
Threshold uncertainty score0.613

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 studies0.0010.001
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

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 head0.025
GPT teacher head0.256
Teacher spread0.231 · 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