Fine Structural Changes in the Liver of Methotrexate-Treated Psoriatics
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
Ultrastructure of 55 liver biopsies obtained from 52 patients, all but 1 with psoriasis and all but 5 treated with methotrexate (MTX), have been studied. In MTX-treated psoriatics, liver cell nuclei showed reduced electron opacity with frequent cytoplasmic invaginations and glycogen inclusions. In the mitochondria nonspecific changes, such as pleomorphism, gigantism, paracrystalline inclusions, compartmentalization, signs of division and sequestration via autophagosomy were noted. The pericanalicular ectoplasm exhibited widening with accumulation of microfilaments. Detachment of desmosomal plaques between hepatocytes was common. A striking finding was the hyperplasia of fat-storing perisinusoidal (Ito) cells. No definite correlation was found between morphology, duration of disease, treatment as well as cumulative dose of MTX.
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 | 0.000 |
| 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