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Record W4411790709 · doi:10.2196/69336

Effects of a Multidisciplinary Intervention on Fatigue in Lymphoma Survivors With Chronic Fatigue: Protocol for a Randomized Controlled Trial (REFUEL)

2025· article· en· W4411790709 on OpenAlexaffvenue
Synne-Kristin Hoffart Bøhn, Kristin V. Reinertsen, Cecilie E. Kiserud, Jon Håvard Loge, Alexander Fosså, Tone Skaali, Rune Blomhoff, Line Oldervoll, Kerry S. Courneya, Truls Raastad, Tormod S. Nilsen, Torbjørn Wisløff, Hanne C. Lie, Torkil Berge, Elisabeth Edvardsen, Unn‐Merete Fagerli, Elin Fjerstad, Gunhild M. Gjerset, Ingvild Haavik, Hege Berg Henriksen, Arkady Rutkovskiy, Gro Sandberg, Mette Seland, Malene Slott, Kristin Holm Tjessem, Linn Viktil, Lene Thorsen

Bibliographic record

VenueJMIR Research Protocols · 2025
Typearticle
Languageen
FieldMedicine
TopicCancer survivorship and care
Canadian institutionsUniversity of Alberta
Fundersnot available
KeywordsPreprintRandomized controlled trialIntervention (counseling)MedicinePsychologyMultidisciplinary approachPhysical therapyClinical psychologyPsychiatryWorld Wide WebComputer scienceSurgery

Abstract

fetched live from OpenAlex

BACKGROUND: Chronic fatigue (CF) is a highly disabling late effect after cancer, affecting 25% to 40% of lymphoma survivors years after cancer treatment. There is a lack of randomized controlled trials testing interventions to reduce fatigue levels among survivors with CF. OBJECTIVE: The primary aim of the Randomized Controlled Trial in Chronically Fatigued Lymphoma Survivors (REFUEL) is to examine the effects of a multidisciplinary intervention on the level of fatigue among lymphoma survivors with CF before and immediately after the intervention (3 months after randomization). Secondary aims are to (1) investigate the effects of the intervention on the level of fatigue 6 and 9 months after randomization and the effects on health-related quality of life (HRQoL); other patient-reported outcome measures; and physical fitness 3, 6, and 9 months after randomization; (2) evaluate the cost-utility of the intervention; (3) examine the effect of the intervention on HRQoL among the survivors' partners; and (4) investigate the long-term perceived benefits and daily use of acquired self-management strategies, as well as measure changes in fatigue, daily functioning, HRQoL, mental health, and work-life balance management within each group at 1- and 2-year follow-ups. METHODS: The REFUEL trial is a 2-armed randomized controlled trial. Lymphoma survivors (2-12 years after diagnosis) with CF are randomly allocated to a 12-week multidisciplinary intervention including patient education, physical exercise, a cognitive behavioral therapy-based group program, and individual nutrition counseling or to usual care. Fatigue is measured by the Chalder Fatigue Questionnaire. Other patient-reported outcome measures are measured by validated questionnaires (eg, the European Organization for Research and Treatment of Cancer Core Quality of Life Questionnaire, the Patient Health Questionnaire-9, and the Generalized Anxiety Disorder-7). Cardiorespiratory fitness is measured as peak oxygen consumption during a cardiopulmonary exercise test or indirectly using a modified Balke treadmill protocol. Muscle strength is assessed by push-ups and leg press. The primary analyses will be performed using a generalized linear mixed model for repeated measures, with an intention-to-treat approach. RESULTS: A total of 150 survivors were included from December 2021 to March 2023. Three-month postrandomization assessments were completed in June 2023 and 2-year follow-up assessments were completed in June 2025. CONCLUSIONS: The REFUEL trial will provide new and highly needed scientific evidence about the effects of a multidisciplinary intervention on the level of fatigue and secondary outcomes regarding HRQoL aspects among lymphoma survivors with CF. TRIAL REGISTRATION: ClinicalTrials.gov NCT05130099; https://www.clinicaltrials.gov/study/NCT05130099. INTERNATIONAL REGISTERED REPORT IDENTIFIER (IRRID): DERR1-10.2196/69336.

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)0.029
metaresearch head score (Gemma)0.032
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Randomized trial · Consensus signal: Randomized trial
GenreCandidate signal: Protocol · Consensus signal: Protocol
Teacher disagreement score0.059
Threshold uncertainty score0.198

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0290.032
Meta-epidemiology (narrow)0.0080.003
Meta-epidemiology (broad)0.0140.008
Bibliometrics0.0030.003
Science and technology studies0.0050.004
Scholarly communication0.0040.004
Open science0.0040.003
Research integrity0.0100.009
Insufficient payload (model declined to judge)0.0590.008

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 head0.096
GPT teacher head0.521
Teacher spread0.426 · 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 designRandomized trial
Domainnot available
GenreProtocol

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
Published2025
Admission routes2
Has abstractyes

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