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Record W2951680509 · doi:10.48336/tvfh-3155

Glutamate dynamics determine the magnitude of Hebbian synaptic plasticity

2022· dissertation· en· W2951680509 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

VenueMemorial University Research Repository (Memorial University) · 2022
Typedissertation
Languageen
FieldEngineering
TopicAdvanced Memory and Neural Computing
Canadian institutionsMemorial University of Newfoundland
Fundersnot available
KeywordsHebbian theorySynaptic plasticityPlasticityNeuroscienceDynamics (music)PsychologyPhysicsComputer scienceArtificial intelligenceArtificial neural networkBiology

Abstract

fetched live from OpenAlex

Increasing evidence suggests that synaptic NMDA receptors (NMDARs) promote long term potentiation (LTP) while extrasynaptic NMDARs inhibit LTP and promote long term depression (LTD). Glutamate transporters maintain this balance by rapidly clearing glutamate from the extracellular space. In many disease states, transporter dysfunction is thought to underlie LTP deficits. However, the precise relationship between extracellular glutamate dynamics and LTP is unknown. Here, we used an optogenetic sensor of glutamate to monitor glutamate dynamics in real-time during LTP induction. Pharmacologically blocking glutamate transporters slowed clearance and inhibited LTP magnitude in a concentration-dependent manner. Surprisingly, impaired glutamate clearance caused rapid NMDAR desensitization and simultaneous three-fold increases in postsynaptic calcium through L-type voltage gated calcium channels. Overall, our data characterize the relationship between glutamate dynamics and LTP, and identify a novel mechanism underlying LTP impairment due to slow glutamate clearance. These results may be applicable to neurodegenerative diseases associated with impaired synaptic plasticity and glutamate transporter dysfunction.

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.

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)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Science and technology studies, Research integrity
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.393
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.002
Science and technology studies0.0020.000
Scholarly communication0.0000.000
Open science0.0020.001
Research integrity0.0000.002
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 head0.019
GPT teacher head0.249
Teacher spread0.229 · 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