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Record W2058752929 · doi:10.1310/a422-g91u-q4hb-86xc

Plasticity and Reorganization of the Uninjured Brain

2005· review· en· W2058752929 on OpenAlexafffund
Nestor A. Bayona, Jamie Bitensky, Robert Teasell

Bibliographic record

VenueTopics in Stroke Rehabilitation · 2005
Typereview
Languageen
FieldNeuroscience
TopicNeural dynamics and brain function
Canadian institutionsRoyal Victoria HospitalSt Joseph's Health Care
FundersCanadian Stroke NetworkHeart and Stroke Foundation of Canada
KeywordsForelimbNeuroscienceMotor cortexNeuroplasticitySensory systemMotor learningPsychologyStimulationBiology

Abstract

fetched live from OpenAlex

Brain capacity is dependent not so much on the number of neurons but on the number of synaptic connections with functional connections that develop over a lifetime of genetic programming and life experiences. In the uninjured human brain, cortical reorganization that occurs in response to learning and experience is referred to as brain plasticity. Motor learning and complex environments result in a greater number of synapses and an increase in dendritic branching, whereas repetitive movements alone, in the absence of motor learning, do not. Learning and experience lead to an expansion of cortical representation, while failure to maintain training results in a contraction of cortical representation. In animals, loss of sensory peripheral afferent input results in an expansion of the forelimb representation of the intact adjacent cortex. Prolonged periods of peripheral nerve stimulation in both animals and humans can lead to reorganization of related sensorimotor cortical maps.

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)0.000
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: Not applicable · Consensus signal: none
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.991
Threshold uncertainty score0.478

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.004
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)0.0000.000

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 head0.029
GPT teacher head0.309
Teacher spread0.280 · 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 designNot applicable
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

Citations39
Published2005
Admission routes2
Has abstractyes

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