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Record W4409450374 · doi:10.1080/10503307.2025.2491478

A pilot and feasibility study of Sage: A couple therapy for borderline personality disorder

2025· article· en· W4409450374 on OpenAlexaff
Skye Fitzpatrick, Sonya Varma, Jenna Traynor, Elizabeth Earle, Ruth Vanstone, Lindsay Fulham, Kamya Goenka, Michelle J Blumberg, Lindsay Wyatt, Ashley Siegel, Alyssa A. Di Bartolomeo, Nikoo Norouzian, Jessica Burdo, Naomi Ennis, Alison E. Carney, Omega Luxor, R. Sankar, Candice M. Monson, Rachel E. Liebman

Bibliographic record

VenuePsychotherapy Research · 2025
Typearticle
Languageen
FieldPsychology
TopicPersonality Disorders and Psychopathology
Canadian institutionsUniversity Health NetworkToronto Metropolitan UniversityUniversity of TorontoYork University
FundersAmerican Foundation for Suicide Prevention
KeywordsBorderline personality disorderPsychotherapistSAGEPsychologyPersonalityAvoidant personality disorderPsychoanalysisPersonality disordersClinical psychology

Abstract

fetched live from OpenAlex

Objective: Borderline personality disorder (BPD) is characterized by emotion dysregulation and relationship dysfunction. However, the majority of BPD treatments provide individually-focused treatment and do not target relationship functioning or include significant others. The current paper presents the primary and secondary outcomes from an uncontrolled trial of Sage, a manualized conjoint treatment for people with BPD and their intimate partners that targets BPD, relationship conflict, and partner mental health simultaneously. Method: Sixteen couples wherein one member has BPD and elevated suicidal ideation/chronic and frequent suicidal/self-injurious behavior were enrolled in the 12-session Sage protocol. Measures of BPD severity (including suicidal ideation, suicidal/self-injurious behaviors, and emotion dysregulation) and relationship outcomes were collected at pre-, mid-, and post-intervention, and three-month follow-up. Results: Self-reported BPD severity, suicidal ideation, and emotion dysregulation and interview-rated frequency of suicidal and self-injurious behaviors improved from baseline to follow-up. No changes were observed in relationship outcomes or informant-reported BPD severity and suicidal ideation. Conclusions: These findings suggest that Sage may aid in improving BPD pathology with moderate to large effect sizes. The lack of improvements in relationship outcomes may be due to the relatively high relationship functioning observed in couples at baseline, but more testing is needed.Trial registration: ClinicalTrials.gov identifier: NCT04737252..

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)0.006
metaresearch head score (Gemma)0.006
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Non-randomized trial · Consensus signal: Non-randomized trial
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.006
Threshold uncertainty score0.034

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0060.006
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0020.001
Bibliometrics0.0010.001
Science and technology studies0.0020.002
Scholarly communication0.0010.001
Open science0.0020.001
Research integrity0.0020.003
Insufficient payload (model declined to judge)0.0060.001

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 head0.177
GPT teacher head0.509
Teacher spread0.332 · 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 designNon-randomized trial
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

Citations1
Published2025
Admission routes1
Has abstractyes

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