IgG4-Related Disorder Masquerading as an Indurated Skin Lesion
Bibliographic record
Abstract
IgG4-related disorder (IgG4-RD) is a recently defined systemic disorder characterized by a unique fibro-inflammatory response that involves multiple organs including lymph nodes, salivary, lacrimal glands, and the pancreas as well as other endocrine organs. These organs display lymphoplasmacytic infiltrate with positive staining for IgG4 and high levels of circulating IgG4. We present an unusual case of IgG4-RD in a 55-year-old African-American female, who presented with an isolated chronic indurated painful mass in the thigh with a normal IgG4. Increased awareness with variable manifestations of IgG4-RD will facilitate the diagnosis of this condition. J Hematol. 2016;5(3):113-115 doi: http://dx.doi.org/10.14740/jh287w
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 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) | 0.001 | 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) | 0.001 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".