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A Pilot Study of Group-Based Computer-Assisted Cognitive Rehabilitation for Patients with Cognitive Impairment

2020· article· en· W4390781414 on OpenAlexaboutno aff
Wan-Ling Hsu

Bibliographic record

VenueRehabilitation practice and science · 2020
Typearticle
Languageen
FieldMedicine
TopicDementia and Cognitive Impairment Research
Canadian institutionsnot available
Fundersnot available
KeywordsMontreal Cognitive AssessmentCognitionRehabilitationFunctional Independence MeasureActivities of daily livingCognitive rehabilitation therapyCognitive impairmentMemory spanPhysical therapyPsychologyTrail Making TestCognitive InterventionPhysical medicine and rehabilitationMini–Mental State ExaminationMedicinePsychiatryWorking memory

Abstract

fetched live from OpenAlex

Objective: This study attempted to investigate effects of group-based computer-assisted cognitive rehabilitation for patients with cognitive impairment. Methods: A total of 11 patients with cognitive impairment were included in the study. Cognitive impairment and activities of daily living were assessed using Mini Mental State Exam (MMSE), Montreal Cognitive Assessment (MoCA), Cognitive Abilities. Screening Instrument (CASI C-2.0), Digit Span subtest (DS), Trail Making Test part A (TMT-A), Color Trail Making Test (CTT), Functional Independence Measure (FIM), and Instrumental Activities of Daily Living scale (IADLs) at the beginning of the study, soon after receiving the intervention. Treatment was scheduled for 2 hours per week for 2 months. Results: Positive intervention effects were found in global cognitive functional tests, including MMSE, MoCA and CASI C-2.0, which had statistically significant difference (p<0.05). Near-significant improvements were noted in the TMT-A and IADLs(p=0.07). Conclusion: Group-based computer-assisted cognitive rehabilitation for patients with cognitive impairment was effective in improving their global cognitive function, especially in attention ability; enhancement of basic cognitive functions may indirectly improve IADL function. Further studies are needed to clarify the actual effect of group-based computer-assisted cognitive rehabilitation in patients with cognitive impairment.

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)0.001
metaresearch head score (Gemma)0.009
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.214
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.009
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.001
Scholarly communication0.0000.001
Open science0.0000.000
Research integrity0.0000.000
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 head0.025
GPT teacher head0.343
Teacher spread0.318 · 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 designObservational
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

Citations0
Published2020
Admission routes1
Has abstractyes

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