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
Here, we briefly discuss 17 PCT patent applications related to drug repurposing that were published during the final quarter of 2024. As always, we have chosen the documents based on significance only, which gave us a wide range of applicants, active agents, and geographic representation. Applicants are not only from the United States and China but also from Japan, Germany, the United Kingdom, Canada, and even remote places such as Algeria and Iceland. Significantly, the contribution from Iceland is how to induce therapeutic hypothermia—but with entacapone, used in Parkinson’s disease. The UK company, HealX, presents data showing that Angelman syndrome, an intractable neurodevelopmental disorder, could be treated with the common NSAID sulindac. Gliclazide, an old antidiabetic, could potentially treat schizophrenia, as inventors from Chinese Ping An-Shionogi report. These are only a few highlights from the stream of documents that have been issued towards the end of 2024.
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 | 0.000 | 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 | 0.000 |
| Open science | 0.000 | 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