Unexpected Microglial “De-activation” Associated With Altered Synaptic Transmission in the Early Stages of an Animal Model of Multiple Sclerosis
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.
Bibliographic record
Abstract
Multiple sclerosis, and its animal model-experimental autoimmune encephalomyelitis (EAE), is a demyelinating disease causing motor and sensory dysfunction, as well as behavioral comorbidities. In exploring possible functional changes underlying behavioral comorbidities in EAE, we observed increased excitatory drive onto the major cells of the basolateral amygdala. This was associated with increased numbers of dendritic spines. An unexpected finding was that microglial cells at this time were in a "deactivated" state, and further studies suggested that the microglial deactivation was responsible for the increased excitatory drive. This is the first report of microglial deactivation in an inflammatory disease and raises many questions as to the underlying mechanisms and functional relevance.
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Full frame distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it