MétaCan
Menu
Back to cohort

THE REVOLUTION IN COUPLE THERAPY: A PRACTITIONER‐SCIENTIST PERSPECTIVE

2003· review· en· W2162326124 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

VenueJournal of Marital and Family Therapy · 2003
Typereview
Languageen
FieldPsychology
TopicAttachment and Relationship Dynamics
Canadian institutionsUniversity of Ottawa
Fundersnot available
KeywordsPerspective (graphical)PsychotherapistIntervention (counseling)Relevance (law)PsychologyDistressFamily therapyClinical PracticeField (mathematics)Engineering ethicsMedicinePsychiatryNursingComputer science

Abstract

fetched live from OpenAlex

This article offers an overview of the expanding field of couple therapy, focusing on what the author considers to be new and even revolutionary in this field. In terms of outcome research, this article suggests that differential treatment effects are discernable. Emotionally focused therapy (EFT) appears to demonstrate the best outcomes at present. The most significant differences between research studies and everyday clinical practice may be the levels of therapist supervision rather than the essential nature of clients. The manualization of treatment is also viewed positively in this review. Areas of growth are the mapping of the territory of distress, understanding the process of change, couple therapy as an effective intervention for "individual" disorders, and the integration into couple therapy of clinical research, such as the research on gender and responses in therapy, and research on adult attachment. Practitioner-scientists can contribute to this evolving field by systematic observation and by reminding researchers of the need for clinical relevance. Couple therapy is now integrating description, prediction and explanation. As a result, theory, practice and systematic investigation are beginning to create a coherent whole.

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.

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: Not applicable · Consensus signal: none
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.986
Threshold uncertainty score0.535

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
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 head0.057
GPT teacher head0.425
Teacher spread0.368 · 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