Diffuse Infiltrative Lymphocytosis Syndrome: A Case With Multiple Extra-Glandular Infiltrations
Bibliographic record
Abstract
Diffuse infiltrative lymphocytosis syndrome (DILS) is a rare condition characterized by circulating and infiltrating CD8 T lymphocytes and described mostly in patients infected with the human immunodeficiency virus (HIV). As it has an impact on several organs in the human body and thus mimics different initial clinical presentations, proper recognition is essential. This report describes a case of DILS with renal, pulmonary and nervous system infiltrates. The patient’s clinical presentation and response to treatment are properly described in order to portray a clear picture of this condition. The DILS definition, diagnostic and management are reviewed based on a thorough literature review. Also, a differential diagnosis is resumed for each specific organ infiltrate. In cases of severe renal failure, clinicians must consider the DILS diagnostic in order to initiate proper treatment. J Med Cases. 2016;7(7):307-311 doi: http://dx.doi.org/10.14740/jmc2558w
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.002 |
| Meta-epidemiology (narrow) | 0.003 | 0.002 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.003 | 0.003 |
| Science and technology studies | 0.002 | 0.002 |
| Scholarly communication | 0.002 | 0.003 |
| Open science | 0.002 | 0.003 |
| Research integrity | 0.004 | 0.003 |
| Insufficient payload (model declined to judge) | 0.002 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), 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".