MétaCan
Menu
Back to cohort
Record W1559539543

Mainstream Magazines, Middlebrow Fiction, and Leslie Gordon Barnard’s “The Winter Road”

2012· article· en· W1559539543 on OpenAlexvenueaboutno aff
Michelle K. Smith

Bibliographic record

VenueStudies in Canadian Literature · 2012
Typearticle
Languageen
FieldSocial Sciences
TopicCanadian Identity and History
Canadian institutionsnot available
Fundersnot available
KeywordsMiddlebrowMiddle classMainstreamIdeologySociologyTasteCapitalismGender studiesSocialismMedia studiesAestheticsPoliticsHistoryArt historyLawPolitical scienceArt
DOInot available

Abstract

fetched live from OpenAlex

From the 1920s to the 1960s, anglophone Canadian magazines such as Chatelaine, Maclean’s, and Canadian Home Journal printed a wealth of middlebrow fiction attuned to contemporary problems. Largely overlooked in Canadian studies, these texts reflect the ways in which class tensions and cultural hierarchies defined and shaped a literary field that would, in turn, construct a normative Canadian identity that was implicitly urban, white, heterosexual, and middle-class. Against a backdrop of interwar Montreal, Leslie Gordon Barnard’s “The Winter Road,” serialized in Canadian Home Journal from 1938-39, represents the anxieties and aspirations of middle-class urban professionals during the late 1930s. Barnard engages with such troubling problems as the social and economic tension produced by the competing ideologies of capitalism and socialism. In the end, his story reflects a fictional world in which the desire for personal fulfilment can be balanced with the demands of the public good, thereby generating an arguably middlebrow stance to a volatile modern society.

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)0.001
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: Empirical · Consensus signal: none
Teacher disagreement score0.072
Threshold uncertainty score0.520

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.003
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0030.003
Science and technology studies0.0280.019
Scholarly communication0.0090.003
Open science0.0010.002
Research integrity0.0020.003
Insufficient payload (model declined to judge)0.0070.001

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 head0.019
GPT teacher head0.271
Teacher spread0.252 · 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
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

Citations5
Published2012
Admission routes2
Has abstractyes

Explore more

Same venueStudies in Canadian LiteratureSame topicCanadian Identity and HistoryFrench-language works237,207