MétaCan
Menu
← Back to cohort

POS0694 REAL-WORLD ECONOMIC IMPLICATIONS OF ACHIEVING LOW DISEASE ACTIVITY IN LUPUS NEPHRITIS

2021· article· en· W3165847528 on OpenAlexaff
Maria Dall’Era, Túlio de Almeida Hermes, Michael Eaddy, Augustina Ogbonnaya, Eileen Farrelly, Paola Mina‐Osorio

Bibliographic record

VenueAnnals of the Rheumatic Diseases · 2021
Typearticle
Languageen
FieldMedicine
TopicSystemic Lupus Erythematosus Research
Canadian institutionsAurinia (Canada)
Fundersnot available
KeywordsMedicineLupus nephritisDiseasePharmacyPopulationInternal medicineSystemic lupus erythematosusRheumatologyConnective tissue diseaseCyclophosphamideAutoimmune diseaseEnvironmental healthChemotherapy

Abstract

fetched live from OpenAlex

Background: Lupus nephritis (LN) is a common and severe manifestation of systemic lupus erythematosus (SLE) affecting 50% of SLE patients and leading to end-stage kidney disease (ESKD) in up to 30% of patients with LN.1 Previous studies have reported higher healthcare costs in patients with SLE that develop LN compared to patients without LN.2-5 These studies captured overall treatment costs associated with LN, regardless of disease activity or severity, and were conducted in small patient populations. Objectives: The aim of this study was to assess the real-world economic implications of achieving low disease activity compared to active disease or ESKD in a large LN population. Methods: This study was a retrospective observational analysis of patients with LN within Optum’s health plan identified with ICD9 or ICD10 codes to have LN between January 1, 2015, and December 31, 2019. Patients were ≥18 years of age and had ≥2 months of follow-up data available. Patients were followed until death, loss to follow-up, or December 31, 2019. Low disease activity was defined by evidence of glucocorticoid doses ≤5 mg/day, evidence of mycophenolate mofetil (MMF) doses ≤2 g/day, and no use of cyclophosphamide for ≥6 consecutive months. Follow-up time that could not be defined as low disease activity was defined as active disease periods, except for periods with evidence of ESKD. Healthcare payer costs for medical and pharmacy services were compared between periods of low disease activity, active disease, and ESKD. A univariate generalized estimating equation model accounting for interdependence was used to compare differences in costs between periods of active and low disease activity. Results: A total of 21,251 patients with LN met study criteria with a mean follow-up time of 31.0 months. The mean age was 60.3 years; 86.9% of patients were female and 35.2% of patients were non-White race. Low disease activity was evident in 51.3% of patients with a mean duration of 27.5 months. Mean monthly medical costs were $2,523 during periods of low disease activity and $4,777 during periods of active disease. After factoring in pharmacy costs, mean monthly total costs were $3,584 during periods of low activity and $6,612 during periods of active disease (P<0.001). The mean monthly costs of ESRD were $18,084 for medical and $3,760 for pharmacy. Conclusion: Achieving low disease activity in patients with LN is associated with reduced economic burden to healthcare payers, with monthly medical costs averaging $2,254 less and total monthly costs averaging $3,028 less than costs during periods of active disease. References: [1]Parikh SV et al. Update on Lupus Nephritis: Core Curriculum 2020. Am J Kidney Dis. 2020;76(2):265-281. [2]Bartels-Peculis L et al. Treatment patterns and health care costs of lupus nephritis in a United States payer population. Open Access Rheumatol. 2020;12:117-124. [3]Furst DE et al. Medical costs and healthcare resource use in patients with lupus nephritis and neuropsychiatric lupus in an insured population. J Med Econ. 2013;16(4):500-509. [4]Li T et al. Long-term medical costs and resource utilization in systemic lupus erythematosus and lupus nephritis: a five-year analysis of a large Medicaid population. Arthritis Rheum. 2009;61(6):755-763. [5]Pelletier EM et al. Economic outcomes in patients diagnosed with systemic lupus erythematosus with versus without nephritis: results from an analysis of data from a US claims database. Clin Ther. 2009;31(11):2653-2664. Disclosure of Interests: Maria Dall’Era Speakers bureau: Consulting agreement with Aurinia for Advisory Boards and educational lectures, Tim Hermes Shareholder of: Aurinia Pharmaceuticals Inc., Employee of: Aurinia Pharmaceuticals Inc., Michael Eaddy Consultant of: Aurinia Pharmaceuticals Inc., Augustina Ogbonnaya Consultant of: Aurinia Pharmaceuticals Inc., Eileen Farrelly Consultant of: Aurinia Pharmaceuticals Inc., Paola Mina-Osorio Shareholder of: Aurinia Pharmaceuticals Inc., Employee of: Aurinia Pharmaceuticals Inc.

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)0.005
metaresearch head score (Gemma)0.023
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.012
Threshold uncertainty score0.041

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0050.023
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0010.002
Science and technology studies0.0010.001
Scholarly communication0.0020.001
Open science0.0010.001
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0120.001

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.

Opus teacher head0.047
GPT teacher head0.353
Teacher spread0.306 · 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 designObservational
Domainnot available
GenreEmpirical

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
Published2021
Admission routes1
Has abstractyes

Explore more

Same venueAnnals of the Rheumatic Diseases→Same topicSystemic Lupus Erythematosus Research→French-language works237,207→