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Record W4404899936 · doi:10.3899/jrheum.2024-0551

Association of the Apollo Wearable With Fatigue, Raynaud Phenomenon, and Quality of Life in Patients With Systemic Sclerosis: A Pilot Study

2024· article· en· W4404899936 on OpenAlexvenueno aff
Krista Hammaker, Haomin Hu, Maureen Laffoon, Leigh A. Freno, Robert Lafyatis, Yongseok Park, Robyn T. Domsic

Bibliographic record

VenueThe Journal of Rheumatology · 2024
Typearticle
Languageen
FieldMedicine
TopicSystemic Sclerosis and Related Diseases
Canadian institutionsnot available
Fundersnot available
KeywordsMedicineQuality of life (healthcare)Physical therapyDepression (economics)Wearable computerInternal medicinePhysical medicine and rehabilitation

Abstract

fetched live from OpenAlex

Objective In patients with systemic sclerosis (SSc), fatigue is the highest-ranked symptom affecting quality of life (QOL), followed by Raynaud phenomenon (RP). We report results from a pilot study of the Apollo wearable device in patients with SSc. Methods Twenty-five adult participants with SSc, moderate fatigue, and RP were enrolled. Participants completed a 4-week intervention, during which they wore the Apollo device daily for a minimum of 15 minutes. The primary outcome was change on the Patient Reported Outcomes Measurement Information System Fatigue 13a (PROMIS Fatigue) at 4 weeks. Results After 4 weeks of using the Apollo wearable, participants reported less fatigue on the PROMIS Fatigue (P< 0.001) scale. The average daily number of RP attacks declined (P= 0.007), as did the Raynaud Condition Score (P= 0.007) after 4 weeks of use. Average device usage (2.87 hours/day) far exceeded the requested time, and no adverse events occurred. The PROMIS-29 subscores assessment demonstrated QOL improvement in physical function (P= 0.01), depression (P= 0.03), fatigue (P= 0.01), sleep disturbance (P= 0.002), and ability to participate in social roles and activities (P< 0.001). Significant improvements were also noted for depression (P= 0.004) and disability (P< 0.05) measures. Conclusion Use of the Apollo wearable for 4 weeks was associated with improvement in fatigue and RP symptoms in patients with SSc, with improved QOL measures, lower depression scores, and improved disability measures. Future studies should further test the efficacy of the Apollo wearable in these domains and QOL of patients with SSc. (ClinicalTrials.gov: NCT04854850 )

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)0.002
metaresearch head score (Gemma)0.003
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 score0.002
Threshold uncertainty score0.009

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0010.000
Open science0.0000.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0020.000

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 head0.033
GPT teacher head0.256
Teacher spread0.223 · 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

Citations2
Published2024
Admission routes1
Has abstractyes

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