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
BACKGROUND: The skin is commonly involved in autoimmune diseases, such as lupus erythematous. The cutaneous lupus erythematosus (CLE) can manifest with or without systemic symptoms. It is advantageous from a patient and healthcare system standpoint for early diagnosis and intervention. Prevention of complications is especially important in the pediatric population. OBJECTIVE: To familiarize physicians with the clinical presentation, diagnosis, evaluation, and management of pediatric cutaneous lupus. METHODS: The search term "cutaneous lupus" was entered into a Pubmed search. A narrow scope was applied to the categories of "epidemiology", "clinical diagnosis", "investigations", "comorbidities", and "treatment". Meta-analyses, randomized controlled trials, clinical trials, observational studies, and reviews were included. The search was restricted to English literature and children. A descriptive, narrative synthesis of the retrieved articles was provided. RESULTS: A variety of innate and adaptive immune responses are being investigated to explain the pathogenesis of CLE. There are a number of variations of cutaneous manifestations varying from localized malar rash as in the case of ACLE lesions and papulosquamous psoriasiform lesions as in the case of SCLE to the multiple subtypes within chronic CLE. First-line pharmacological treatments include topicals, such as typical calcineurin inhibitors and corticosteroids, or oral agents, such as glucocorticoids, antimalarial drugs, and hydroxychloroquine. CONCLUSION: CLE is inclusive of a number of subtypes that have varying dermatological manifestations in adult and pediatric populations. The current treatment modalities will change based on the newly understood molecular targets. Ongoing research on the mechanisms underlying CLE is necessary to derive new interventions for pediatric patients.
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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.002 |
| 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 | 0.002 |
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