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Record W4402321607 · doi:10.1177/00084174241274743

Preparing Adults with Cerebral Palsy to Move from Assisted to Independent Living

2024· article· en· W4402321607 on OpenAlexvenueaboutno aff
Lori Rosenberg, Shira Zecharia, Yafit Gilboa, Anat Golos

Bibliographic record

VenueCanadian Journal of Occupational Therapy · 2024
Typearticle
Languageen
FieldMedicine
TopicCerebral Palsy and Movement Disorders
Canadian institutionsnot available
Fundersnot available
KeywordsCerebral palsyPhysical therapyIntervention (counseling)Activities of daily livingOccupational therapyMedicinePsychologyIndependent livingAutonomyPhysical medicine and rehabilitationGerontologyNursing

Abstract

fetched live from OpenAlex

Background. To evaluate effectiveness of The Greenhouse for autonomy and independence to prepare adults with severe cerebral palsy (CP) for the transition from assisted to independent living. The intervention combines weekly individual sessions using Pathways and Resources for Engagement and Participation together with weekly group sessions. Method. Seven adults with severe CP ages 23–45 years (M = 35; SD = 10) participated in the 20-week program. An Interrupted Time Series quasi-experimental design was used, assessing the intervention effect over time. The Canadian Occupational Performance Measure was administered bi-weekly from baseline to post-intervention to assess activity performance. Functional Independence Measure (FIM), Wheelchair use Confidence scale (WheelCon) and Impact on Participation and Autonomy (IPA) were administered baseline (4 weeks pre-intervention), mid and post-intervention, using Freidman test. Interviews were conducted four weeks after intervention. Findings. All participants’ activity performance improved over time with significant clinical improvement in 95% of COPM goals. Significant improvement was seen in FIM (χ 2 = 8.07, p = .018) and WheelCon (χ 2 = 7.18, p = .028) though not in IPA. Participants described being better prepared, however more aware of challenges. Conclusion. The findings suggest the program may be effective to help adults with severe CP attain goals related to independent living and enhance function.

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)0.001
metaresearch head score (Gemma)0.001
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.008
Threshold uncertainty score0.016

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0010.001
Research integrity0.0000.000
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 head0.045
GPT teacher head0.320
Teacher spread0.275 · 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 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

Citations2
Published2024
Admission routes2
Has abstractyes

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Same venueCanadian Journal of Occupational TherapySame topicCerebral Palsy and Movement DisordersFrench-language works237,207