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ECONOMIC BURDEN OF SYSTEMIC LUPUS ERYTHEMATOSUS (SLE) IN INDIA: A SYSTEMATIC LITERATURE REVIEW

2025· article· en· W4410513125 on OpenAlexvenueaboutno aff
Amit Dang, Vallish BN, Dimple Dang, Baani Sodhi, Sindhu Mamilla, Viwek Bisen, N.S. Pesara

Bibliographic record

VenueThe Journal of Rheumatology · 2025
Typearticle
Languageen
FieldMedicine
TopicSystemic Lupus Erythematosus Research
Canadian institutionsnot available
Fundersnot available
KeywordsMedicineSystemic diseaseDermatologyLupus erythematosusConnective tissue diseaseSystemic lupus erythematosusIntensive care medicineImmunopathologyImmunologyAutoimmune diseaseInternal medicineDiseaseAntibody

Abstract

fetched live from OpenAlex

PV077a / #777 Poster Topic: AS11 - Epidemiology and Public Health Background/Purpose While the clinical burden of SLE (systematic lupus erythematosus) is well-recognized, its economic impact in India remains poorly understood. This scoping review aims to assess the current evidence on the economic burden of SLE in India and identify gaps in the existing literature. Methods A systematic literature review was conducted to identify relevant studies reporting on the economic burden of SLE in India, adhering to PRISMA guidelines. PubMed was searched in August 2024 for all studies reporting economic outcomes, healthcare resource utilization (HCRU), or cost-related data in SLE patients among Indian females, without time restrictions. Data on study characteristics, patient demographics, economic analyses, cost outcomes, and HCRU were extracted. Risk of bias was assessed using the Newcastle-Ottawa Scale. Results Out of 701 initial records screened, 4 observational studies met the inclusion criteria (1 prospective, 3 retrospective), with sample sizes ranging from 17 to 1,354 patients (total N=1,628). The female population represented 92.7% (n=1,509) of the total sample. All studies utilized hospital-based data sources from North India (2 studies) and South India (2 studies). No study performed a model-based comprehensive economic evaluation. One retrospective study reported direct costs, noting a 6-month per-patient expenditure of INR 630 (USD 8.85) for IV cyclophosphamide and INR 50 (USD 0.70) for oral therapy. HCRU data indicated higher hospitalization rates and longer hospital stays in SLE patients with infections compared to those without, but the HCRU data were not translated to economic metrics. The risk of bias was rated “good” in 1 study and “fair” in the remaining 3. Conclusions There is an acute paucity of studies evaluating the economic burden of SLE in India. Existing data are limited to direct costs and basic HCRU metrics, with no comprehensive economic evaluations or assessments of indirect costs. This significant gap emphasizes the urgent need for prospective, large-scale health economic studies to inform policy decisions and optimize resource allocation for SLE management in India.

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 machine prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.008
metaresearch head score (Gemma)0.037
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Systematic review · Consensus signal: Systematic review
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.016
Threshold uncertainty score0.043

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0080.037
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0060.007
Bibliometrics0.0160.016
Science and technology studies0.0010.001
Scholarly communication0.0030.002
Open science0.0020.002
Research integrity0.0020.001
Insufficient payload (model declined to judge)0.0030.000

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.

Opus teacher head0.010
GPT teacher head0.291
Teacher spread0.281 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designSystematic review
Domainnot available
GenreReview

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".

Quick stats

Citations0
Published2025
Admission routes2
Has abstractyes

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