Glial glutamate transporters: New actors in brain signaling
Bibliographic record
Abstract
Glutamate, the main excitatory amino acid in the vertebrate brain, is critically involved in most of the physiological functions of the central nervous system. It has traditionally been assumed that glutamate triggers a wide array of signaling cascades through the activation of specific membrane receptors. The extracellular levels are tightly regulated to prevent neurotoxic insults. Electrogenic Na(+)-dependent glial glutamate transporters remove the bulk of the neurotransmitter from the synaptic cleft. An exquisitely ordered coupling between glutamatergic neurons and surrounding glia cells is fundamental for excitatory transmission. The glutamate/glutamine and astrocyte/neuron lactate shuttles provide the biochemical framework of this compulsory association. In this context, recent advances show that glial glutamate transporters act as signal transducers that regulate the expression of proteins involved in their compartmentalization with neurons in the so-called tripartite synapse.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.002 | 0.003 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.003 | 0.004 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".