Drug discovery today: no molecules required
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
During the last fifteen years, numerous peer-reviewed journals published articles about the incredible properties of so-called release-active “drugs” (RADs).1–24 It is claimed that these “drugs” are effective against tick-borne encephalitis, influenza, hemorrhagic fever with renal syndrome, meningococcal meningitis, herpes, HIV, and other viral and bacterial infections, diabetes, erectile dysfunction, sleep disorders, obesity, chronic inflammatory joint diseases, attention deficit hyperactivity disorder, chronic cerebral ischemia, benign prostatic hypertrophy, alcoholism, allergies, and many other health problems.18 25 In addition, it was publicly announced that they would provide new opportunities to overcome antibiotic resistance and significantly improve the prospects for the treatment of certain forms of cerebral palsy, schizophrenia, and stroke.26 Surprisingly, these innovative “drugs” contain no active molecules and can be considered a new brand of homeopathy. This indicates one of two possibilities: either we are at the brink of a revolution in medicine or that something went wrong with research published in numerous academic journals. We argue that the latter explanation is more likely and that this conclusion has severe implications for the scientific and healthcare enterprises. Release-active ‘drugs’ (RADs)1–24 are manufactured by a single Russian company called OOO ‘NPF ‘Materia Medica Holding’ (MMH).25 26 According to the original patent by its founder and CEO Epstein et al ,27 these preparations consist of ‘ activated forms of ultra-low doses of antibodies conventionally designated as potentiated (dynamised) antibodies (by analogy with the terminology used in homeopathic literature) for treatment of various pathological syndromes ’. The problem is that typical dilutions of the active ingredient are so high (from 1:1024 to 1:101991) that no molecules of the initial antibodies should be present in the ‘drug’ itself. The inventors claim that although the ‘drugs’ activity ‘ originates from the initial substance, it does not depend on its negligible …
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.
Direct model labels (unvalidated)
Per-model category and study-design labels from the labeling rounds. They are machine output, unvalidated, and the disagreement between models ships as data. No study design here is MEDLINE-validated yet.
| Model arm | Categories | Study design | Confidence |
|---|---|---|---|
| gemma | no category Domain: not available · Genre: Editorial About the Canadian research system: no · About a Canadian topic: no | Not applicable | low |
| gpt | no category Domain: not available · Genre: Commentary About the Canadian research system: no · About a Canadian topic: no | Not applicable | low |
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 | 0.002 |
| 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 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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