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Record W6949257730 · doi:10.5281/zenodo.13292884

Down Syndrome: Neurophysiological Concepts

2024· article· en· W6949257730 on OpenAlexafffund

Bibliographic record

VenueZenodo (CERN European Organization for Nuclear Research) · 2024
Typearticle
Languageen
FieldMedicine
TopicDown syndrome and intellectual disability research
Canadian institutionsSaskatchewan HospitalUniversity of Saskatchewan
FundersUniversity of Alberta
KeywordsNeurophysiologySomatosensory evoked potentialSomatosensory systemEvoked potentialSensory systemElectroencephalographyElectrophysiologyCoherence (philosophical gambling strategy)

Abstract

fetched live from OpenAlex

Introduction. Down syndrome arises from a trisomy of chromosome 21. Neurophysiological aspects of Down syndrome have not been well studied. Subjects often have delayed motor milestones, an increased risk of epilepsy, and an early onset form of Alzheimer’s disease. Methods. This report describes differences between Down syndrome individuals and neurologically normal control subjects using standard neurophysiological tests, such as motor and somatosensory evoked potentials and coherence between pairs of neurophysiological signals. Results. Subjects with Down Syndrome required a smaller voltage to elicit an equivalent motor evoked potential compared to control subjects (174V vs. 650V) and had larger cortical, but not spinal, somatosensory evoked potentials (52mV vs. 4.2mV). Both EEG-EEG and EMG-EMG coherence was higher in Down Syndrome than in control subjects. Conclusions. Because the sensory input to the nervous system is controlled between subjects, as evidenced by the consistent spinal amplitude, we believe that the increased amplitude results from supraspinal (thalamic or cortical) differences rather than spinal gating. We hypothesize that these findings represent a novel set of neurophysiological findings and may be due to an altered pattern of cortical excitability, possibly due to an increased presence of gap junctions in cortical cells.

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: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.003
Threshold uncertainty score0.011

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0020.001
Science and technology studies0.0000.003
Scholarly communication0.0010.001
Open science0.0010.001
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0030.001

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 head0.056
GPT teacher head0.319
Teacher spread0.263 · 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 designTheoretical or conceptual
Domainnot available
GenreReview

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
Published2024
Admission routes2
Has abstractyes

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