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Record W4409317799 · doi:10.1186/s40479-025-00284-5

Clinical practice guidelines for the treatment of borderline personality disorder: a systematic review of best practice in anticipation of MAiD MD-SUMC

2025· review· en· W4409317799 on OpenAlexaffabout
Hira Aslam, Jonah Brodeur, Paul S. Links

Bibliographic record

VenueBorderline Personality Disorder and Emotion Dysregulation · 2025
Typereview
Languageen
FieldPsychology
TopicPersonality Disorders and Psychopathology
Canadian institutionsUniversity of TorontoMcMaster University
Fundersnot available
KeywordsAnticipation (artificial intelligence)Borderline personality disorderClinical PracticePsychologyPsychotherapistPersonalityBest practiceClinical psychologyPsychoanalysisMedicineFamily medicineComputer scienceArtificial intelligencePolitical science

Abstract

fetched live from OpenAlex

BACKGROUND: Countries permitting assisted dying for mental disorder as the sole underlying condition (MD-SUMC) find that individuals with Borderline Personality Disorder (BPD) constitute a significant proportion of people requesting MAiD. In anticipation of forthcoming changes to Canadian MAiD legislation, clinical practise guidelines will be important in the decision-making process for eligibility to ensure that evidence-based treatments have been exhausted in making determinations of irremediability. AIMS: This is a systematic review of international, English-language treatment guidelines for BPD with two primary objectives: First, to identify areas of consensus and disagreement in best practise for the treatment of this disorder and second, to assess whether the guidelines offered insight into defining irremediable BPD and/or its management. METHODS: In accordance with PRISMA guidelines, we performed a systematic review of five databases and identified five clinical practise guidelines in the English language. Two authors independently performed data extraction on the core components of these treatment guidelines, which was synthesized into a narrative review. FINDINGS: Several conclusions may be drawn about the state of the evidence on BPD treatment. First, psychological therapies are broadly considered the preferred treatment modality for BPD but there is no consensus regarding whether any one intervention is preferable. Second, all guidelines suggest pharmacotherapy may have a role in the management of BPD, but the nature and extent of this is disputed. Third, there is no guidance alluding to, defining, or commenting on the management of irremediable BPD. Finally, there are no Canadian treatment guidelines for BPD. The implications of these findings for MAiD MD-SUMC are discussed.

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)0.074
metaresearch head score (Gemma)0.282
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Systematic review · Consensus signal: Systematic review
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.074
Threshold uncertainty score0.391

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0740.282
Meta-epidemiology (narrow)0.0020.002
Meta-epidemiology (broad)0.0070.009
Bibliometrics0.0230.021
Science and technology studies0.0020.003
Scholarly communication0.0060.007
Open science0.0060.005
Research integrity0.0040.004
Insufficient payload (model declined to judge)0.0050.001

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 head0.121
GPT teacher head0.499
Teacher spread0.377 · 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 designSystematic review
Domainnot available
GenreReview

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

Citations3
Published2025
Admission routes2
Has abstractyes

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