Fashionably Late: A Case of Delayed Cutaneous Manifestations in Juvenile Dermatomyositis
Bibliographic record
Abstract
Juvenile dermatomyositis (JDM) is a rare, but well recognized multi-systemic inflammatory myopathy in children defined by proximal muscle weakness and distinctive skin lesions, that if recognized and treated early result in decreased morbidity and mortality. The 1975 criteria established by Bohan and Peter center around the propensity for early development of heliotrope and Gottron's lesions in combination with specific laboratory abnormalities, and are still the leading diagnostic tool. The following case demonstrates a toddler with an atypical presentation of JDM in which delayed dermatologic manifestations hindered initial diagnosis. A previously healthy 2 years and 11 months old female presented to the emergency department with a 7-month history of bilateral knee pain and progressive muscular weakness. Initial evaluation yielded a diagnosis of idiopathic rhabdomyolysis but progressive deterioration prompted additional workup. During her course of care, the patient required admission at numerous facilities for specialty procedures including swallow studies, electromyography, Nissen fundoplication with G-tube insertion, and eventual muscle biopsy, resulting in pathology clinching the diagnosis. Post-diagnosis the development of a heliotrope and malar rash ensued, 11 months after commencement of original presentation. As the Bohan and Peter criteria of 1975 can help to aid in diagnosis of JDM for textbook presentations, atypical cases such as ours suggest that revision to current diagnostic criteria needs to be established. Also, with many pediatric rheumatologists opting for less invasive methods than muscle biopsy to aid in diagnosis, in combination with the heterogeneous nature of currently tracked serous markers, the risk for delayed or missed diagnosis is amplified. As prior research has demonstrated, early diagnosis leads to better outcomes for children battling JDM. Therefore, it is vital that criteria be revised and additional research be conducted for more sensitive and specific markers to help aid in early diagnosis of JDM.
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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 | 0.004 |
| Meta-epidemiology (narrow) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.003 | 0.002 |
| Scholarly communication | 0.002 | 0.002 |
| Open science | 0.002 | 0.002 |
| Research integrity | 0.006 | 0.004 |
| 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".