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Record W7006618872

Virtual spatial memory improvement program: impact on resting state functional connectivity in the default-mode network

2018· dissertation· en· W7006618872 on OpenAlexaff

Bibliographic record

VenueeScholarship@McGill (McGill) · 2018
Typedissertation
Languageen
FieldAgricultural and Biological Sciences
TopicEchinoderm biology and ecology
Canadian institutionsMcGill University
Fundersnot available
KeywordsDefault mode networkNetwork topologyFunctional connectivitySpatial memoryCaudate nucleusResting state fMRITopology (electrical circuits)HippocampusAffect (linguistics)
DOInot available

Abstract

fetched live from OpenAlex

Healthy aging is known to affect the structure and function of the hippocampus In order to stimulate this region in healthy older adults, we developed an automated computerized spatial memory intervention program called NeuroNautilus because spatial memory is a function critical to the hippocampus. NeuroNautilus is designed to promote the use of spatial strategies, taking particular attention to avoid the use of stimulus-response strategies that are dependent on the caudate nucleus, a region of the brain which competes against the hippocampus. In this study, we aimed to characterize the effects of the NeuroNautilus training program on the functional topology of the default-mode network (DMN), the first intrinsic functional network to show degradations during aging. We also investigated the resting differences in the topology of the DMN between individuals who employ hippocampus-based spatial strategies and individuals who employ caudate nucleus based stimulus-response strategies. Healthy older adults were assigned to take part in the NeuroNautilus training or an active placebo control condition. Consistent with our hypotheses, we found that the NeuroNautilus training program significantly increased within network connectivity in the precuneus, a structure involved in higher order executive processes highly vulnerable to aging. Furthermore, we found that the placebo control group showed greater increase in connectivity within the dorsal medial prefrontal cortex, a finding consistent with other aging literature. No significant differences were found in the topology of the DMN between spatial and stimulus-response strategy users, although trends highlight the importance of larger samples in such studies. These results highlight the potential for spatial memory training in restoring activity to the brain’s intrinsic functional networks.

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)0.000
metaresearch head score (Gemma)0.000
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 score0.005

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
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 head0.020
GPT teacher head0.259
Teacher spread0.240 · 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

Citations0
Published2018
Admission routes1
Has abstractyes

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