MétaCan
Menu
Back to cohort
Record W4408339961 · doi:10.1080/15332691.2025.2476416

Expanding Us: The Application of the Self-Expansion Model in Relational Therapy

2025· article· en· W4408339961 on OpenAlexaff
Merissa S. Prine, Robin R. Milhausen

Bibliographic record

VenueJournal of Couple & Relationship Therapy · 2025
Typearticle
Languageen
FieldPsychology
TopicPsychotherapy Techniques and Applications
Canadian institutionsUniversity of Guelph
Fundersnot available
KeywordsPsychologyPsychotherapistRelational modelComputer scienceData mining

Abstract

fetched live from OpenAlex

Long-term romantic partners inevitably encounter challenges in their relationships and frequently turn to therapists for assistance. The model of self-expansion may provide direction for therapists aiming to support clients with these concerns. The model posits that personal growth occurs through integrating new aspects into one’s identity. Therapeutic applications of self-expansion within relational counseling are discussed including how self-expansion might evolve with relationship duration affecting factors like commitment, sexual desire, and conflict resolution. Interventions tailored to couples at different relationship stages are discussed. By incorporating self-expansion into practice, therapists can foster deeper understanding, connection, and resilience within relationships, enhancing therapeutic outcomes.

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: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.421
Threshold uncertainty score0.346

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 studies0.0000.000
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.001
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 head0.046
GPT teacher head0.371
Teacher spread0.326 · 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 designObservational
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 venueJournal of Couple & Relationship TherapySame topicPsychotherapy Techniques and ApplicationsFrench-language works237,207