Characterizing neurotrophic factor-induced synaptic growth in primary mouse neuronal cultures
Why this work is in the frame
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Bibliographic record
Abstract
Neurotrophic factors and their signaling cascades play important roles in synaptic growth, which can be investigated in cultured primary neurons to better control the concentrations and timing of neurotrophic factor treatment. Here, we provide a protocol detailing the preparation of cultured primary mouse neurons and the neurotrophic factor treatment. We then describe electrophysiological recording of synaptic transmission, immunocytochemistry of AMPA receptor expression, and imaging analysis of dendritic spines. This platform enables characterization of synaptic growth at functional and morphological levels. For complete details on the use and execution of this profile, please refer to Zhou et al. (2021).
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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 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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