MétaCan
Menu
Back to cohort

7. “I am daughterhood, but I'm non-binary”

2025· article· en· W4412991410 on OpenAlexaff
Hannah Maitland

Bibliographic record

Venue(Un)Disturbed A Journal of Feminist Voices · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicYouth Education and Societal Dynamics
Canadian institutionsYork University
Fundersnot available
KeywordsBinary numberMathematicsArithmetic

Abstract

fetched live from OpenAlex

This paper draws from a qualitative, in-depth interview study I conducted with eleven self-identified activist daughters (age 11 – 20) and their mothers/mother figures. I focus on how trans-inclusive feminisms and more flexible notions of gender became recurring themes across these interviews as mothers and daughters experienced intergenerational conflict and collaboration when they imagined what the mother-daughter relationship could look like in a feminist future. Across both trans and cisgender participants, it was through their intergenerational relationships as mothers, daughters, friends, and siblings that they were moved to not only think differently about gender but also make political commitments to make the world better. I turn to feminist affect theory to analyze how mothers and daughters stretch and reify the familiar borders of “mother” and “daughter” as they desire feminist futures but struggle with the cruel optimism of striving for a future they may never reach.

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 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 categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.410
Threshold uncertainty score0.708

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.000
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 head0.011
GPT teacher head0.314
Teacher spread0.303 · 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 teacher head, 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
Published2025
Admission routes1
Has abstractyes

Explore more

Same venue(Un)Disturbed A Journal of Feminist VoicesSame topicYouth Education and Societal DynamicsFrench-language works237,207