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Record W2334820124 · doi:10.1002/anzf.1134

‘So I Feel Like I'm Getting It and Then Sometimes I Think OK, No I'm Not’: Couple and Family Therapists Learning an Evidence‐Based Practice

2016· article· en· W2334820124 on OpenAlexaff
Robert Allan, Michael Ungar, Virginia Eatough

Bibliographic record

VenueAustralian and New Zealand Journal of Family Therapy · 2016
Typearticle
Languageen
FieldPsychology
TopicCounseling, Therapy, and Family Dynamics
Canadian institutionsDalhousie University
Fundersnot available
KeywordsMental healthBest practiceEvidence-based practicePsychologySociologyHealth careInterpretative phenomenological analysisEconomic JusticePedagogyPublic relationsMedical educationMedicinePsychotherapistSocial scienceManagementAlternative medicineQualitative researchPolitical science

Abstract

fetched live from OpenAlex

This research concerns itself with the experiences of couple and family therapists ( CFT s) learning about and using an evidence‐based practice (EBP). The engagement with EBP is growing across many aspects of the mental health and health care systems. The EBP model is now being applied in a broad range of health and human service systems, including mental and behavioural health care, social work, education, and criminal justice (Hunsley, 2007). The dialogue about the role of evidence‐based approaches in the practice of CFT and research literature is also evolving (Sexton et al., 2011; Sprenkle ). Interestingly, while the research delves into what are the best approaches with different populations and presenting issues, little research has explored the experience of CFT s themselves, particularly while learning an EBP. Using a phenomenological approach called interpretive phenomenological analysis (Smith, Flowers & Larkin, 2009), this research explores the experiences of CFT s learning and using an EBP. The paper reports on key issues, challenges, and areas for CFT s, educators, and supervisors. As researchers, educators, administrators, policy makers, and CFT s struggle with what works best with which populations and how best to allocate resources, this research contributes to dialogues about how best to educate and support CFT s, and the complexity of doing research in real‐life settings.

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)0.002
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.621
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.001
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 head0.077
GPT teacher head0.355
Teacher spread0.278 · 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.

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

Citations4
Published2016
Admission routes1
Has abstractyes

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