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The Effect of Visual Deprivation During Cognitive Motor Dual Task Training on Cognitive Function in Type 2 Diabetes Mellitus

2025· article· en· W4413306856 on OpenAlexaboutno aff
J Anandh Raj, Ramesh Chandra Patra, S. Kavitha, V. Subramanyam, Kilani Kusuma, M.L. Ramya Krishna

Bibliographic record

VenueF1000Research · 2025
Typearticle
Languageen
FieldNeuroscience
TopicEEG and Brain-Computer Interfaces
Canadian institutionsnot available
FundersLovely Professional University
KeywordsOpen peer reviewPlant biologyCognitionTask (project management)NeuroscienceFunction (biology)MedicinePhysical medicine and rehabilitationDual (grammatical number)Cognitive trainingPhysiologyPsychologyBiology

Abstract

fetched live from OpenAlex

<ns3:p>Background Diabetes Mellitus (DM) is a chronic metabolic disorder caused by hyperglycemia, impaired insulin secretion, and insulin resistance. Type 2 diabetes mellitus (T2DM) is associated with an increased risk for cognitive dysfunction. Cognitive motor dual task blindfold training (CMDBT) forces the brain to process motor tasks in one of the four procedural memory centers: the basal ganglia, cerebellum, supplementary motor area, and premotor cortex. Hence, it helps improve cognition in patients with T2DM. Methods A randomized controlled trial was conducted with 62 participants diagnosed with type 2 diabetes mellitus. Baseline cognition was assessed using the Montreal Cognitive Assessment (MoCA). The experimental group (n=31) underwent cognitive-motor dual-task blindfold training combined with aerobic and resistance exercises, while the control group (n=31) received conventional aerobic and resistance training only. Both groups participated in their respective interventions three times weekly for 12 weeks. Post-intervention cognitive function was re-assessed using the MoCA scale. Results Statistical analysis of the data revealed that there was a significant improvement in cognitive function in experimental group A subjects, with a significant mean difference observed in group A compared to group B. The P value of MoCA was 0.0001 in experimental group A subjects. Conclusion CMDBT is more effective than conventional exercise in enhancing cognitive function in individuals with T2DM and may serve as a valuable intervention to mitigate diabetes-associated cognitive decline.</ns3:p>

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)0.004
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: Bench or experimental
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.124
Threshold uncertainty score0.452

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.004
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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 head0.034
GPT teacher head0.342
Teacher spread0.308 · 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.

The models applied no category: nothing in the taxonomy fit this work.
Study designBench or experimental
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
Published2025
Admission routes1
Has abstractyes

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