MétaCan
Menu
Back to cohort
Record W4409918357 · doi:10.62637/sup.ghst9020.20

‘The present therefore seems improbable, the future most uncertain’

2025· book-chapter· en· W4409918357 on OpenAlexaff
Kelly Plante, Karenza Sutton-Bennett

Bibliographic record

Venuenot available
Typebook-chapter
Languageen
FieldArts and Humanities
TopicPublishing and Scholarly Communication
Canadian institutionsUniversity of Ottawa
FundersArts and Humanities Research Board
KeywordsAudience measurementVisionPublishingCitizenshipMedia studiesFutures contractSociologyGender studiesPolitical scienceLiteratureArtPoliticsLaw

Abstract

fetched live from OpenAlex

The question of how digital scholarly editing and publishing can have an impact beyond academia has been widely debated in the digital humanities and literary/cultural studies fields. Kate Ozment in “Rationale for Feminist Bibliography” argues the field of feminist bibliography is “continuing work on women’s lives and labor by providing tools for feminist scholars to use in their work, while simultaneously building a framework that allows such work to flourish” (151). Tonya Howe has posited three interrelated areas for “Intersectional Futures in Digital History”: “theorizing the feminized labor of digital recovery, editing, and textual preparation,” “offering thoughtful and feminist approaches to digital pedagogy that are specific to the work we do in the period,” and “critically assessing the absences in existing digital projects'' (2). We build on Ozment’s and Howe’s visions for an intersectional future(s) in our digital scholarly editing project, The Lady’s Museum Project, which aims for a public readership beyond the academy to broadly publicize women writers’ contributions to the developments in education and citizenship for all genders and classes throughout the long eighteenth century. Our project continues the work of Jennie Batchelor and Manushag N. Powell’s Women’s Periodicals and Print Culture in Britain, 1690-1820s (2018)—the first comprehensive study of women’s periodicals in the eighteenth-century—by giving open-access to Charlotte Lennox’s periodical, The Lady’s Museum (1760-61). We advocate for centering the previously forgotten labor of early modern women writers then, and DH coworkers now, highlighting their importance and continuing impact for a present-day specialist and non-specialist, public audience. In this essay, we present the theory and praxis governing the Lady’s Museum Project to show how a digital-scholarly editing project can challenge the structural logics of print by creating a user-driven reading experience and social edition rather than a traditional, linear-based edition. We discuss the project’s focus on audiobook and social annotation functionalities in contrast to traditional scholarly publishing to reveal the importance of an intersectional-feminist approach for future editing projects. In framing our project within intersectionality, which, rooted in civic justice, transcends multiple academic disciplines, we strive to: reveal the feminized labor of digital recovery; use ethical means to represent multiply marginalized persons; capture the historical, oppressive structures in which The Lady’s Museum appeared in its context of eighteenth-century British imperialism; and, through consensus decision-making processes and implementing user feedback, create sortable categories and keywords that spotlight system-centered complexities. We argue that digital scholarly editing and publishing can have an impact beyond academia by recovering the textual authority of women writers such as Charlotte Lennox and supplying a basis for a public audience to engage with her work. In conclusion, this essay, by closely examining how marginalized women writers and texts had a pivotal impact on the foundational blocks of modern western culture, simultaneously shines new light on the benefits of aligning intersectional feminism with public-facing, transdisciplinary projects.

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)0.010
metaresearch head score (Gemma)0.024
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesScholarly communication
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: Theoretical or conceptual
GenreCandidate signal: Other · Consensus signal: none
Teacher disagreement score0.988
Threshold uncertainty score0.061

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0100.024
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.001
Science and technology studies0.0060.028
Scholarly communication0.0120.027
Open science0.0020.006
Research integrity0.0070.011
Insufficient payload (model declined to judge)0.0180.007

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 head0.026
GPT teacher head0.225
Teacher spread0.199 · 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.

Study designTheoretical or conceptual
Domainnot available
GenreOther

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
Published2025
Admission routes1
Has abstractyes

Explore more

Same topicPublishing and Scholarly CommunicationFrench-language works237,207