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Record W2643731286 · doi:10.1002/acr.23152

Underuse of Methotrexate in the Treatment of Rheumatoid Arthritis: A National Analysis of Prescribing Practices in the US

2016· article· en· W2643731286 on OpenAlexaff
Melanie Rohr, Ted R. Mikuls, Stanley Cohen, Carter Thorne, James R. O’Dell

Bibliographic record

VenueArthritis Care & Research · 2016
Typearticle
Languageen
FieldMedicine
TopicRheumatoid Arthritis Research and Therapies
Canadian institutionsSouthlake Regional Health Center
FundersMedac
KeywordsMedicineMethotrexateRheumatoid arthritisTolerabilityDosingInternal medicineDemographicsOral administrationArthritisAdverse effect

Abstract

fetched live from OpenAlex

OBJECTIVE: Methotrexate (MTX) is the anchor drug in the treatment of rheumatoid arthritis (RA) due to its effectiveness, tolerability, and cost. This study examines MTX prescribing practices in the US from 2009 to 2014. METHODS: Symphony Health Solutions, which covers 274 million patients in the US, was used to identify patients diagnosed with RA who were naive to MTX in 2009 and 2012. Data were collected, including medication use and doses, demographics, and medical comorbidities. RESULTS: Of the patients who had 5-year followup data available, oral MTX was started in 35,640 in 2009, and 44% continued taking this dose during the followup. Of the 20,041 patients who changed therapy during the study period, 87% had the addition of or switched to a biologic agent, while 13% were changed from oral to subcutaneous (SC) MTX. The mean oral dose prior to the start of a biologic agent was 15.3 ± 5 mg/week. A comparison of 2009 with 2012 showed a modest increase in the mean dose of oral MTX from 15.3 mg/week to 15.9 mg/week, as well as a small but statistically significant (P < 0.0001) increase in the use of SC MTX after failure of oral MTX from 13% to 16% of patients. CONCLUSION: MTX is underutilized in the treatment of RA with suboptimal dosing, inadequate duration of therapy, and failure to use SC administration. The comparison of MTX use between the 2009 and the 2012 cohorts demonstrates only a marginal increase in the dose of oral MTX and the use of SC MTX.

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 distilled prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.004
metaresearch head score (Gemma)0.002
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.532
Threshold uncertainty score0.997

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0040.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.002
Science and technology studies0.0000.001
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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 head0.104
GPT teacher head0.414
Teacher spread0.310 · 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 teacher head, 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

Citations43
Published2016
Admission routes1
Has abstractyes

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