MétaCan
Menu
Back to cohort
Record W4407038409 · doi:10.1017/s1060150324000019

Reconceiving Victorian Pregnancy and Childbirth: A Case Study of Ellen Wood's <i>East Lynne</i> and <i>Lord Oakburn's Daughters</i>

2024· article· en· W4407038409 on OpenAlexaff
Mary Elizabeth Leighton, Lisa Surridge

Bibliographic record

VenueVictorian Literature and Culture · 2024
Typearticle
Languageen
FieldSocial Sciences
TopicAustralian History and Society
Canadian institutionsUniversity of Victoria
Fundersnot available
KeywordsChildbirthHistoryPregnancyGender studiesArtAncient historySociologyBiology

Abstract

fetched live from OpenAlex

Focusing on East Lynne (1860–61) and Lord Oakburn's Daughters (1864) and referring to Victorian advice manuals for pregnant women, this article argues that Ellen Wood centered pregnancy and childbirth as critical experiences of women's lives. In East Lynne, Isabel gives birth to her first child in a difficult labor that nearly kills her; her future adultery originates in the lying-in room; and the final section heightens Isabel's torture as she witnesses Barbara's second pregnancy. Lord Oakburn's Daughters reuses elements of East Lynne while intensifying its focus on pregnancy, postpartum vulnerability, and lying in. The novel opens with an explicit childbirth scene; its murder plot is set in the lying-in room; and its central metonym, a locket, stands for women's bonds established during childbirth. While pregnancy and childbirth are thought to have remained largely unrepresented in Victorian fiction, both novels use contemporary vocabulary and codes to represent these experiences. Moreover, Wood created her particular brand of gestational sensation by featuring women in white as figures of maternal loss, longing, and postpartum trauma. Studying these novels thus not only provides evidence of how Wood represented pregnancy, childbirth, and maternal feeling but also models a narratological method for analyzing such representations in mid-Victorian fiction generally.

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)0.003
metaresearch head score (Gemma)0.008
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 score0.117
Threshold uncertainty score0.233

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.008
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.001
Science and technology studies0.0280.014
Scholarly communication0.0050.003
Open science0.0030.010
Research integrity0.0040.008
Insufficient payload (model declined to judge)0.0040.001

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 head0.013
GPT teacher head0.265
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 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

Citations0
Published2024
Admission routes1
Has abstractyes

Explore more

Same venueVictorian Literature and CultureSame topicAustralian History and SocietyFrench-language works237,207