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Record W3046080232 · doi:10.1101/2020.07.30.20142687

Ultrasound to identify lupus patients with inflammatory joint symptoms with a better response to therapy: The USEFUL longitudinal multicentre study

2020· preprint· en· W3046080232 on OpenAlexaff
Khaled Mahmoud, Ahmed S Zayat, Md Yuzaiful Md Yusof, Katherine Dutton, Lee Suan Teh, Chee‐Seng Yee, David D’Cruz, Nora Ng, David Isenberg, Coziana Ciurtin, Philip G. Conaghan, Paul Emery, Christopher J Edwards, E. Hensor, Edward M Vital

Bibliographic record

VenuemedRxiv · 2020
Typepreprint
Languageen
FieldMedicine
TopicSystemic Lupus Erythematosus Research
Canadian institutionsSt. Thomas Hospital
FundersNational Institute for Health and Care ResearchAstraZenecaCelgeneGilead SciencesServierPfizerEli Lilly and Company
KeywordsMedicineSynovitisUltrasoundFibromyalgiaInternal medicineMethylprednisolonePost-hoc analysisWristPhysical therapyRheumatoid arthritisSurgeryRadiology

Abstract

fetched live from OpenAlex

Abstract Objective To determine whether SLE patients with inflammatory joint symptoms and ultrasound-synovitis achieve better clinical responses to glucocorticoid compared to patients with normal scans. Secondary objectives included identification of clinical features predicting ultrasound-synovitis. Methods A longitudinal muticentre study of SLE patients with physician-diagnosed inflammatory joint pain was undertaken. Clinical assessments, patient-reported outcomes, and bilateral hands and wrist ultrasound were collected at 0-, 2- and 6-weeks after intramuscular methylprednisolone 120mg. The primary outcome (determined via internal pilot analysis) was EMS-VAS at 2-weeks, adjusted for the baseline value, comparing patients with positive (GS≥2 and/or PD≥1) and negative ultrasound. Post-hoc analyses adjusting for fibromyalgia were performed. Results Of 133 patients recruited, 78/133 had positive ultrasound, but only 68% of these had ≥1 swollen joint. Of 66/133 patients with ≥1 swollen joint, 20% had negative ultrasound. Positive ultrasound was associated with joint swelling, symmetrical small joint distribution and serology. In full analysis set (n=133) there was no difference in baseline-adjusted EMS-VAS at week 2 (−7.7mm 95% CI − 19.0mm, 3.5mm, p=0.178). After excluding 32 fibromyalgia patients, response was significantly better in patients with positive ultrasound at baseline (baseline-adjusted EMS-VAS at 2-weeks - 12.1 mm, 95% CI −22.2mm, −0.1mm, p=0.049). This difference was greater when adjusted for treatment (−12.8mm (95% CI −22mm, −3mm), p=0.007). BILAG and SLEDAI responses were higher in ultrasound-positive patients. Conclusions In SLE patients without fibromyalgia, those with positive ultrasound had a better clinical response to therapy. Imaging-detected synovitis should be used to select SLE patients for therapy and enrich clinical trials.

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)0.004
metaresearch head score (Gemma)0.006
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 score0.004
Threshold uncertainty score0.021

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0040.006
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0010.001
Science and technology studies0.0000.000
Scholarly communication0.0010.001
Open science0.0000.001
Research integrity0.0010.001
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 head0.037
GPT teacher head0.310
Teacher spread0.273 · 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
Published2020
Admission routes1
Has abstractyes

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