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The erratic C-reactive protein: a novel outcome measure for longitudinal disease activity in rheumatoid arthritis

2021· article· en· W3202786589 on OpenAlexaff
Andrew Thompson, Janet Pope

Bibliographic record

VenueClinical and Experimental Rheumatology · 2021
Typearticle
Languageen
FieldMedicine
TopicRheumatoid Arthritis Research and Therapies
Canadian institutionsWestern University
Fundersnot available
KeywordsMedicineRheumatoid arthritisInternal medicineC-reactive proteinDiseaseArthritisRheumatologySeverity of illnessClinical trialGastroenterologyInflammation

Abstract

fetched live from OpenAlex

OBJECTIVES: There is a relationship between both the magnitude and variability of C-reactive protein (CRP) levels and disease activity level in rheumatoid arthritis (RA). It seems that CRP levels remain low and stable in clinical remission then increase and become erratic in active disease. The purpose of this research was to determine if there is a difference in the variability of CRP levels over time in patients in clinical remission versus those with active disease. METHODS: Patients with a diagnosis of RA with a minimum of 3 CRP readings in the previous 12-month period were included at a single site. At each visit the patient was evaluated by an experienced rheumatologist to determine current disease activity - remission versus active disease. The primary outcome measure was the difference between the coefficient of variation of the CRP (CRP-COV) in patients in remission versus those with active disease. RESULTS: 272 patients were enrolled into the study. The mean CRP and CRP-COV was significantly smaller for patients in clinical remission versus active disease, for patients in CDAI remission (<2.6), and for those who did not require a change in treatment. Smokers, on average, had higher mean CRP readings regardless of clinical status. CONCLUSIONS: We have identified a new clinical outcome measure of disease activity in RA that captures longitudinal variability in disease activity and identifies those patients with clinically active disease despite a "normal" CRP level due to the higher variability of CRP if not in remission.

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)0.001
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: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.133
Threshold uncertainty score0.687

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
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 head0.069
GPT teacher head0.385
Teacher spread0.316 · 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

Citations1
Published2021
Admission routes1
Has abstractyes

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