MétaCan
Menu
Back to cohort
Record W4407112031 · doi:10.1177/02692155241310770

Coming to my own wisdom: A qualitative study exploring the role of the Take Charge intervention in stroke recovery

2025· article· en· W4407112031 on OpenAlexaff
Vivian Fu, Kathryn Fernando, Felicity Bright, Judith Riley, Kathryn McPherson, Harry McNaughton

Bibliographic record

VenueClinical Rehabilitation · 2025
Typearticle
Languageen
FieldMedicine
TopicStroke Rehabilitation and Recovery
Canadian institutionsUniversity of Calgary
FundersHealth Research Council of New Zealand
KeywordsFacilitatorIntervention (counseling)Thematic analysisQualitative researchPsychologyFeelingApathyMedicineNursingSocial psychologyPsychiatryCognitionSociology

Abstract

fetched live from OpenAlex

ObjectiveThe Take Charge intervention, delivered early after hospital discharge following acute stroke, is effective at improving 12-month health status, independence and advanced activities of daily living. This study aims to provide a deeper understanding of the experiences of receiving Take Charge.DesignThis was a qualitative study nested within a large randomised control trial, the Taking Charge After Stroke (TaCAS) study. Data were analysed using thematic analysis, and we describe our findings using interpretive description.ParticipantsPeople with stroke aged over 18 years, who were participants in the TaCAS study conducted in Aotearoa New Zealand.InterventionTake Charge, a person-centred conversation delivered face-to-face, designed to explore a person's identity and priorities, conducted by a trained facilitator and guided by a workbook.ResultsWe interviewed nine participants, three from each of the three arms of the TaCAS trial - each would have received one, two, or zero Take Charge sessions (the control group). The overall theme of 'Doing things my way/coming to know my own wisdom and expertise' was enabled by 'being listened to and feeling heard' and 'focusing on the goals which were important to me', both strongly expressed by people who received the Take Charge intervention, and hindered by 'medical paternalism' and 'loss of sense of self/"not me"' most commonly expressed by people in the control arm.ConclusionsThe Take Charge intervention empowers people with stroke by enhancing intrinsic motivation. A trusting, therapeutic relationship and non-judgemental facilitation are essential to ensure that the person feels heard.

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)0.005
metaresearch head score (Gemma)0.023
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.182
Threshold uncertainty score0.985

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0050.023
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
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 head0.062
GPT teacher head0.431
Teacher spread0.369 · 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 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

Citations2
Published2025
Admission routes1
Has abstractyes

Explore more

Same venueClinical RehabilitationSame topicStroke Rehabilitation and RecoveryFrench-language works237,207