Musculoskeletal manifestations of mucopolysaccharidoses
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
The mucopolysaccharidoses (MPSs) are a heterogeneous group of inherited metabolic disorders caused by enzyme deficiencies that lead to progressive lysosomal storage of glycosaminoglycans. Musculoskeletal manifestations are common across all forms of MPS and are often apparent early in the disease course. Diagnostic delays occur frequently in these patients, especially those with more attenuated forms of disease. Treatments for many types of MPS are now available; however, they are most effective if started early before the development of irreversible damage. Some manifestations such as stiffness and joint contractures may mimic other conditions such as inflammatory arthritis, which may cause further delays. Rheumatologists and other specialists should be aware of the musculoskeletal manifestations of MPS so that diagnostic delays can be avoided and appropriate management initiated.
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) | 0.002 | 0.001 |
| Bibliometrics | 0.000 | 0.001 |
| 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) | 0.001 | 0.001 |
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