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The Effect Of Visual Deprivation During Cognitive Motor Dual Task Training On Cognitive Function In Type 2 Diabetes Mellitus

2025· preprint· en· W4415282392 on OpenAlexaboutno aff
J Anandh Raj, Ramesh Chandra Patra, S. Kavitha, V. Subramanyam, Kilani Kusuma, M.L. Ramya Krishna

Bibliographic record

VenueF1000Research · 2025
Typepreprint
Languageen
FieldMedicine
TopicStroke Rehabilitation and Recovery
Canadian institutionsnot available
Fundersnot available
KeywordsCognitionTask (project management)Type 2 Diabetes MellitusRehabilitationCognitive trainingOpen peer reviewDual (grammatical number)Plant biology

Abstract

fetched live from OpenAlex

Background: Type 2 diabetes mellitus (T2DM) is linked to cognitive dysfunction, and cognitive motor dual-task blindfold training (CMDBT) may enhance cognition by engaging procedural memory centers. This study aimed to evaluate the effectiveness of CMDBT combined with aerobic and resistance exercises on cognitive function in individuals with T2DM. Methods: A single-center, parallel-group randomized controlled trial with pre- and post-intervention assessments was conducted. Sixty two adults with T2DM were randomly allocated to an experimental group (CMDBT plus moderate-intensity aerobic and resistance training; n = 31) or a control group (aerobic and resistance training only; n = 31). Both groups trained three times per week for 12 weeks. Cognitive function was assessed using the Montreal Cognitive Assessment (MoCA) at baseline and after the 12-week intervention. Results: Baseline demographic and clinical characteristics were comparable between groups (all p > 0.05). After 12 weeks, the experimental group showed a mean MoCA increase of 3.32 ± 1.74 to 29.13 ± 0.76 (p < 0.0001), exceeding the minimal clinically important difference of 2.3 points, whereas the control group improved by 0.94 points (25.77 ± 1.45 to 26.71 ± 1.37; p = 0.0006). The adjusted between-group difference was 2.38 points (p = 0.0001), demonstrating a significantly greater cognitive benefit with CMDBT. Conclusion: CMDBT combined with conventional exercises is more effective than CMDT or conventional therapy alone in enhancing cognition and in T2DM, supporting its integration into rehabilitation programs.

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: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.001
Threshold uncertainty score0.003

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

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 head0.028
GPT teacher head0.358
Teacher spread0.330 · 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 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

Citations1
Published2025
Admission routes1
Has abstractyes

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