Gabapentin: A novel analgesic targeting voltage‐gated calcium channels
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
Abstract Given their vital roles in mediating neuronal excitability, it is not surprising that voltage‐gated calcium channels have been implicated in contributing to the development and maintenance of pain processes. Gabapentin, a synthetic analog of the neurotransmitter γ‐aminobutyric acid (GABA), is a clinically effective anticonvulsant recently shown to be efficacious also for a variety of neuropathic pain conditions. While its mechanism of action is incompletely understood, current evidence suggests that gabapentin does not directly interact with GABA receptors but rather modulates the activity of high threshold calcium channels. Although gabapentin binds to the calcium channel α2δ ancillary subunit, it remains to be determined whether this interaction solely accounts for its therapeutic effects. Drug Dev. Res. 54:167–172, 2002. © 2002 Wiley‐Liss, Inc.
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 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 | 0.003 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 0.001 |
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