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Record W4410064939 · doi:10.1016/j.msard.2025.106502

Evaluating the impact of systematic reporting of patient-reported outcome measures on depression and anxiety levels in people with multiple sclerosis: a randomized controlled trial

2025· article· en· W4410064939 on OpenAlexafffund
Nathan Chu, Lily Yushko, Bo Pan, Yazid N. Al Hamarneh, Kaitlyn E. Watson, Ross T. Tsuyuki, Penelope Smyth

Bibliographic record

VenueMultiple Sclerosis and Related Disorders · 2025
Typearticle
Languageen
FieldMedicine
TopicMultiple Sclerosis Research Studies
Canadian institutionsHeritage Medical Research ClinicUniversity of Alberta
FundersSanofi GenzymeUniversity Hospital FoundationUniversity of Alberta
KeywordsMedicineMultiple sclerosisRandomized controlled trialDepression (economics)AnxietyPhysical therapyPsychiatryPhysical medicine and rehabilitationClinical psychologyInternal medicine

Abstract

fetched live from OpenAlex

BACKGROUND: The effect of systematic capture of patient-reported outcome measures (PROMs) on depression and anxiety levels in persons with multiple sclerosis (PwMS) is not known. We evaluated the effects of PROMs on depression and anxiety levels in PwMS in a randomized controlled trial. METHODS: PwMS were randomized on a 1:1 basis to intervention or control arms. The intervention group completed PROMs at baseline, 6 months, and 12 months. The control group completed PROMs at baseline and 12 months. OBJECTIVES: Outcomes were the difference in change in PROM scores at 12 months, primarily the Hospital Anxiety and Depression Scale (HADS). RESULTS: 237 PwMS (mean age 48.3 years; 78.9 % of female sex) were randomized at baseline, with 153 (79 in the intervention arm and 74 in the control arm) completing at least 1 PROM at 12-month follow-up. Improvements in the total HADS score (-1.39, 95 % CI -2.55 to -0.22, p = 0.02) and HADS anxiety sub-score (-1.03, 95 % CI -1.72 to -0.34, p < 0.01) were observed in the intervention group compared to the control group. No differences in other PROMs were detected between the groups. CONCLUSIONS: Use of PROMs can reduce anxiety levels in PwMS. TRIAL REGISTRATION: ClinicalTrials.gov: NCT0497954 (https://www. CLINICALTRIALS: gov/study/NCT04979546).

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)0.007
metaresearch head score (Gemma)0.049
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Randomized trial · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.090
Threshold uncertainty score0.963

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0070.049
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0040.001
Bibliometrics0.0010.001
Science and technology studies0.0000.001
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
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 head0.106
GPT teacher head0.358
Teacher spread0.251 · 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.

Study designRandomized trial
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
Published2025
Admission routes2
Has abstractyes

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