ALSUntangled #81: Pyridostigmine (mestinon <sup>®</sup> )
Bibliographic record
Abstract
, Bausch Health, Canada Inc.) increases acetylcholine availability at the neuromuscular junction, enhancing transmission. Preclinical studies suggest that neuromuscular junction dysfunction develops early in ALS, and pyridostigmine may temporarily improve neuromuscular transmission. However, altered neuromuscular junction transmission has uncertain benefits in ALS progression. Pyridostigmine does not have other plausible mechanisms that truly modify ALS pathophysiology. People with ALS (PALS) who have positive acetylcholine receptor autoantibodies and no myasthenia symptoms are unlikely to respond to pyridostigmine treatment. Clinical trials on pyridostigmine in PALS are lacking, but two clinical trials of other similar anticholinesterase agents did not effectively slow ALS progression. Muscarinic cholinergic side effects, including gastrointestinal symptoms, are common. Given the lack of mechanistic plausibility and efficacy, we do not support the use of pyridostigmine for slowing ALS progression.
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.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.024 | 0.011 |
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".