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Record W7084074693 · doi:10.6084/m9.figshare.29941678

Impacts of the Jaco robotic arm on user satisfaction with performance in everyday activities

2025· dataset· en· W7084074693 on OpenAlexaboutno aff

Bibliographic record

VenueFigshare · 2025
Typedataset
Languageen
FieldDecision Sciences
TopicEconomic, Social, and Public Health Issues in Russia and Globally
Canadian institutionsnot available
Fundersnot available
KeywordsRehabilitationIntervention (counseling)Occupational therapyPatient satisfactionUsabilityActivities of daily livingAssistive technologyData collectionUser satisfaction

Abstract

fetched live from OpenAlex

Assistive technology (AT) such as the Jaco robotic arm (JRA) provides significant benefits for individuals with upper extremity disabilities (UED). Despite these advantages, barriers including funding limitations, lack of awareness, and insufficient evidence of efficacy can hinder access. This study examined the effectiveness of the JRA by evaluating user performance and satisfaction with occupational performance (OP) before and after device use. A non-experimental retrospective mixed-method study was employed. Participants completed interviews via Zoom using the Canadian Occupational Performance Measure (COPM). Interview data were analyzed and member checking was conducted to ensure accuracy. A convenience sample of JRA users in North America, aged 18 years and older, was recruited in collaboration with Partners in Medicine, the device’s North America distributor. The COPM identified challenges in self-care, productivity, and leisure, as well as corresponding performance and satisfaction ratings prior to and following JRA use. Twelve users, aged 30-58, who had used the JRA for 3 weeks to 8 years, participated. Common OP problems included opening and closing doors, retrieving items, drinking, manipulating phones, eating, community mobility, and repositioning body parts. Participants consistently reported meaningful improvements after acquiring the JRA. Individual average performance score change ranged from 3.2 to 8.3, while satisfaction scores ranged from 3.0 to 7.7. This study demonstrated that the JRA was a beneficial AT intervention for study participants. The findings of this study have the following implications for rehabilitation professionals. Rehabilitation professionals can consider the JRA as a useful intervention for those who live with UED. Our research supports previous studies which indicate that the JRA improves performance and satisfaction with performance in meaningful activities for its users. JRA users in this study report experiencing increased independence, health and wellness, social participation and mobility after obtaining the device. Rehabilitation professionals can include outcome assessments, such as the COPM, in their service provision to document the impact of their interventions.

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)0.000
metaresearch head score (Gemma)0.002
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Dataset · Consensus signal: Dataset
Teacher disagreement score0.109
Threshold uncertainty score0.968

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0330.000

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 head0.065
GPT teacher head0.360
Teacher spread0.294 · 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 designNot applicable
Domainnot available
GenreDataset

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

Citations0
Published2025
Admission routes1
Has abstractyes

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