MétaCan
Menu
Back to cohort
Record W4417100546 · doi:10.1093/sp/jxaf054

What Does Borderline Do? Thinking with Debility and Capacity

2025· article· en· W4417100546 on OpenAlexaff
Erin Tichenor, Eduan Breedt, Tim Barlott

Bibliographic record

VenueSocial Politics International Studies in Gender State & Society · 2025
Typearticle
Languageen
FieldPsychology
TopicPsychotherapy Techniques and Applications
Canadian institutionsUniversity of Alberta
Fundersnot available
KeywordsDebilityEliteMainstreamNeglectPersonalityPsychological intervention

Abstract

fetched live from OpenAlex

Abstract This essay grapples with several debates surrounding “borderline personality disorder (BPD),” a highly stigmatized and gendered psychiatric label disproportionately given to cisgender women and used to invalidate their experiences. There is a growing effort to destigmatize “BPD”—particularly on social media—and advocate for better treatment. However, these movements can overlook long-standing feminist critiques of the diagnosis itself, as well as Mad feminist interventions that affirm borderline epistemologies while critiquing psychiatry. This essay interrogates how and why both mainstream and Mad approaches to destigmatizing “BPD” seem to be located in White, globally elite spaces. We argue that any universalizing attempt to reconceptualize “BPD” risks benefiting elite borderlines and the neoliberal state while continuing to criminalize, pathologize, and neglect structurally precaritized people who are labeled with “BPD.” Rather than unpacking what “BPD” really is or should mean, we explore what “BPD” does, for whom, in which contexts, and toward what ends.

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)0.008
metaresearch head score (Gemma)0.016
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: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.010
Threshold uncertainty score0.047

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0080.016
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0020.001
Science and technology studies0.0090.083
Scholarly communication0.0100.015
Open science0.0010.009
Research integrity0.0030.007
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 head0.072
GPT teacher head0.432
Teacher spread0.360 · 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

Citations0
Published2025
Admission routes1
Has abstractyes

Explore more

Same venueSocial Politics International Studies in Gender State & SocietySame topicPsychotherapy Techniques and ApplicationsFrench-language works237,207