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
INTRODUCTION: Pregabalin is an anticonvulsant with one known mechanism of action which is used most specifically in the management of neuropathic pain. AREAS COVERED: The adverse effect profile of this medication from controlled, randomized studies as well as open and long-term studies is described with consideration of the evidence-based results for pregabalin's clinical use. EXPERT OPINION: Pregabalin is a mostly well tolerated medication for the management of neuropathic pain and other conditions. Pregabalin use is associated with benign central nervous system and systemic adverse effects with very limited metabolic, idiosyncratic, or teratogenic adverse effects. Understanding of these adverse effects is essential for the clinician treating the patient and for the patient receiving treatment. Sedation, dizziness, peripheral edema, and dry mouth are the most prevalent adverse events experienced in all clinical populations. Other adverse effects are rare, but are discussed.
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) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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