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Record W2515193832 · doi:10.1002/acr.22840

Medication Persistence of Disease‐Modifying Antirheumatic Drugs and Anti–Tumor Necrosis Factor Agents in a Cohort of Patients With Rheumatoid Arthritis in Brazil

2016· article· en· W2515193832 on OpenAlexaff
Francisco de Assis Acúrcio, M.A.A. Machado, Cristiano Soares de Moura, Felipe Ferré, Augusto Afonso Guerra, Eli Iôla Gurgel Andrade, Mariângela Leal Cherchiglia, Elham Rahme

Bibliographic record

VenueArthritis Care & Research · 2016
Typearticle
Languageen
FieldMedicine
TopicRheumatoid Arthritis Research and Therapies
Canadian institutionsMcGill University
Fundersnot available
KeywordsMedicineDiscontinuationRheumatoid arthritisInternal medicineCohortProportional hazards modelInfliximabEtanerceptCohort studyRheumatoid factorComorbidityPersistence (discontinuity)Tumor necrosis factor alpha

Abstract

fetched live from OpenAlex

OBJECTIVE: To assess the use and persistence of anti-tumor necrosis factor (anti-TNF) versus disease-modifying antirheumatic drug (DMARD) therapies in patients with rheumatoid arthritis (RA) in Brazil. METHODS: This was a new-user cohort study of RA patients from 2003 to 2010, using administrative data. Individuals were classified as being persistent using a drug at the first year and the first 2 years after cohort entry, if they did not discontinue that drug during that period. Cox regression was used to identify potential determinants of discontinuation of therapy in each medication group. RESULTS: Among 76,351 patients, 14,313 were using anti-TNF (+/- DMARD) therapy. At the end of the first year of followup, 48.2% continued using anti-TNF (+/- DMARD) therapy compared to 42.6% who persisted with DMARDs only. At the end of the second year, 23.1% of anti-TNF (+/- DMARD) users and 19.3% of DMARD-only users continued with therapy. Infliximab users had the lowest persistence rates. Multivariate Cox regression analysis showed that among anti-TNF (+/- DMARD) users, higher discontinuation rates were observed in female patients, in patients with lower income (only at the first 2 years of followup), in nonresidents of the region with the highest Human Development Index (HDI) rates, in those with a higher comorbidity score, and in those enrolled in the 2003-2006 period. Among DMARD-only users, younger patients, patients with lower income, nonresidents in regions with high HDI, those with a higher comorbidity score, and those enrolled in the 2003-2006 period were also more likely to discontinue therapy. CONCLUSION: Brazilian patients with RA showed low rates of medication persistence for DMARDs and anti-TNF agents, particularly at the first 2 years of followup. Future work could determine what other factors might contribute to drug persistence in RA.

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)0.001
metaresearch head score (Gemma)0.002
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 score0.061
Threshold uncertainty score0.121

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0010.001
Science and technology studies0.0000.000
Scholarly communication0.0010.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

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 head0.024
GPT teacher head0.305
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 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

Citations18
Published2016
Admission routes1
Has abstractyes

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