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Record W2098590106 · doi:10.4102/hsag.v19i1.693

The effects of rehabilitation on intellectually-disabled people – a systematic review

2014· review· en· W2098590106 on OpenAlexaff
Ernest J. Sechoaro, Belinda Scrooby, Daleen Koen

Bibliographic record

VenueHealth SA Gesondheid · 2014
Typereview
Languageen
FieldHealth Professions
TopicAssistive Technology in Communication and Mobility
Canadian institutionsScience North
Fundersnot available
KeywordsRehabilitationActivities of daily livingPsychologyPsychological interventionCognitionNursingMedicinePsychiatry

Abstract

fetched live from OpenAlex

Background: Rehabilitation has emerged as a comprehensive approach to addressing intellectually-disabled peoples’ skill deficits, improving competencies and facilitating optimal functioning in order to provide the greatest possible measure of social and economic participation, self-reliance and independence.Objective: To synthesise critically and summarise the best available evidence of the effects of rehabilitation on intellectually-disabled people.Method: Literature searches of different electronic databases and manual searches were conducted using selected keywords. Studies on the effects of rehabilitation on intellectually-disabled people were selected systematically, appraised critically for methodological quality and summarised.Results: Rehabilitation interventions indicated good outcomes with regard to intellectually-disabled people. Findings showed that people with mild to moderate intellectual disabilities improved in terms of activities of daily living (ADL) after rehabilitation. Improvement was noted in ADL, self-care skills, communication skills and cognitive achievements.Conclusion: Findings demonstrated positive rehabilitation effects on intellectually-disabled people. This study contributes to the comprehensive nursing care of intellectually-disabled people by endorsement of the effectiveness of rehabilitation in terms of ADL, self-care skills, communication skills and cognitive achievements. The collected evidence of this study may contribute to the education of more effective nurse practitioners involved in the daily care and rehabilitation of intellectually-disabled people.

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)0.005
metaresearch head score (Gemma)0.022
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Systematic review · Consensus signal: Systematic review
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.008
Threshold uncertainty score0.027

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0050.022
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0050.004
Bibliometrics0.0080.007
Science and technology studies0.0010.001
Scholarly communication0.0020.002
Open science0.0010.001
Research integrity0.0020.001
Insufficient payload (model declined to judge)0.0040.000

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 head0.058
GPT teacher head0.483
Teacher spread0.425 · 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 designSystematic review
Domainnot available
GenreReview

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

Citations14
Published2014
Admission routes1
Has abstractyes

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