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Record W4294992314 · doi:10.1007/s10597-022-01020-x

Participant Outcomes and Facilitator Experiences Following a Community Living Skills Program for Adult Mental Health Consumers

2022· article· en· W4294992314 on OpenAlexaboutno aff
Eliza Sammells, Alexandra Logan, Loretta Sheppard

Bibliographic record

VenueCommunity Mental Health Journal · 2022
Typearticle
Languageen
FieldHealth Professions
TopicOccupational Therapy Practice and Research
Canadian institutionsnot available
Fundersnot available
KeywordsFacilitatorOccupational therapyMental healthProgram evaluationActivities of daily livingPsychologyMedicineNursingGerontologyPhysical therapyPsychiatry

Abstract

fetched live from OpenAlex

Outcomes from participating in a six-week small-group living skills program, periodically implemented over two years with twelve adult mental health consumers, are reported as a case study. Occupational therapy and recovery-oriented approaches underpinned the development and implementation of the program thus it was important that outcome measures aligned with these perspectives. Data were gathered pre and post program using the Canadian Occupational Performance Measure (COPM) and the Life Skills Profile-16 (LSP-16) in each iteration of the program. Two occupational therapy program facilitators were interviewed about their experience of running the program and using these measurement tools. COPM occupational performance (p = 0.001) and COPM satisfaction (p = 0.004) scores indicated significant change at post-program whereas the LSP-16 total and subscale scores did not (p = 0.132 for total scores). Facilitator insights into the experience of implementing the living skills program and the perceived alignment of the COPM and LSP-16 with recovery-oriented practice are reported.

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)0.017
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies, Research integrity
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.129
Threshold uncertainty score0.997

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0170.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
Science and technology studies0.0480.000
Scholarly communication0.0000.000
Open science0.0010.001
Research integrity0.0000.006
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 head0.236
GPT teacher head0.561
Teacher spread0.324 · 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 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
Published2022
Admission routes1
Has abstractyes

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