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Record W2913335852 · doi:10.1177/0308022618823660

Food skills group value, meaning, and use with inpatients in a mental health setting

2019· article· en· W2913335852 on OpenAlexafffund
Gina De Vos, Leanne Leclair

Bibliographic record

VenueBritish Journal of Occupational Therapy · 2019
Typearticle
Languageen
FieldHealth Professions
TopicOccupational Therapy Practice and Research
Canadian institutionsUniversity of ManitobaWinnipeg Regional Health Authority
FundersHealth Sciences Centre Foundation
KeywordsThematic analysisMental healthPsychologyOccupational therapyDescriptive statisticsMeaning (existential)TriangulationClinical psychologyQualitative researchMedical educationMedicinePsychiatryPsychotherapist

Abstract

fetched live from OpenAlex

Introduction Occupational therapists use food skills groups to support mental health recovery and engagement in meaningful occupation. Research examining participants’ experiences in these mental health groups is sparse. Method Researchers used a convergent parallel mixed methods design. Following participation in an inpatient food skills group, 60 participants completed a questionnaire, and 20 also participated in a semi-structured interview. The questionnaire data was analysed using descriptive and correlational statistics. The interview data was analysed using thematic analysis. Triangulation was used to combine and interpret findings from the different methods to gain a more complete understanding of the participants’ experiences. Findings Participants strongly agreed/agreed that they enjoyed participating, felt having the opportunity to participate was important to their recovery, and after discharge would use the skills they had learnt. Age, sex, and level of education were associated with some of the questionnaire responses. Three main themes emerged from the interview data: importance of engaging/doing, connections with food, and being involved in a group process. Conclusion Individuals who participated in the food skills group valued having the opportunity to build skills and engage in meaningful activities with others while in hospital. They identified the food skills group as important to their recovery.

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)0.002
metaresearch head score (Gemma)0.004
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.003
Threshold uncertainty score0.012

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.004
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.000
Science and technology studies0.0020.002
Scholarly communication0.0020.001
Open science0.0000.003
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0030.000

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 head0.081
GPT teacher head0.434
Teacher spread0.353 · 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 designQualitative
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

Citations6
Published2019
Admission routes2
Has abstractyes

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