ArticlePloS one2023
Within and between-day variation and associations of symptoms in Long Covid: Intensive longitudinal study.
Article in PloS one, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 22 papers, 1 of them a synthesis that pooled it.
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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
22 citing papers in PubMed, 1 synthesis or guideline pooled it, 26 citations in OpenAlex.
- Blood Biomarkers of Long COVID: A Systematic Review.Molecular diagnosis & therapy · 2024Pooled it
- Trial
- Cognitive behavioral therapy, exercise training, and cognitive remediation for patients with post-COVID-19 condition: protocol of an open-label randomized controlled trial.BMC psychology · 2025Trial
- Post-Hospitalisation COVID-19 Rehabilitation (PHOSP-R): a randomised controlled trial of exercise-based rehabilitation.The European respiratory journal · 2025Trial
- Somatosensory processing in long COVID fatigue and its relations with physiological and psychological factors.Experimental physiology · 2026Article
- A randomised, placebo-controlled, triple-blind clinical trial to investigate the efficacy ofFrontiers in human neuroscience · 2026Article
- Characterization of Post-Viral Infection Behaviors Among Patients With Long COVID: Prospective, Observational, Longitudinal Cohort Analyses of Fitbit Data and Patient-Reported Outcomes.JMIR formative research · 2025Observational
- Systematic review: digital biomarkers of fatigue in chronic diseases.NPJ digital medicine · 2025Article
- From Stagnation to Strategy: Challenges in Advancing Long COVID Research.Journal of evaluation in clinical practice · 2025Review
- Daily stress and worry are additional triggers of symptom fluctuations in individuals living with Long COVID: results from an intensive longitudinal cohort study.Annals of behavioral medicine : a publication of the Society of Behavioral Medicine · 2025Article
- Long-term outcomes of post-acute sequelae of SARS-CoV-2 infection: a cohort study protocol.Frontiers in public health · 2025Article
- Use of wearables to measure the effects of long COVID on activities of daily living and their relationship to perceived exertion, occupational performance, and quality of life.Frontiers in public health · 2025Observational
- Physical, cognitive, and social triggers of symptom fluctuations in people living with long COVID: an intensive longitudinal cohort study.The Lancet regional health. Europe · 2024Article
- Post COVID-19 syndrome among 5248 healthcare workers in England: longitudinal findings from NHS CHECK.Occupational and environmental medicine · 2024Article
- Study of Postacute Sequelae of COVID-19 Using Digital Wearables: Protocol for a Prospective Longitudinal Observational Study.JMIR research protocols · 2024Observational
- Psychological factors associated with Long COVID: a systematic review and meta-analysis.EClinicalMedicine · 2024Article
- Review
- Too much focus on your health might be bad for your health: Reddit user's communication style predicts their Long COVID likelihood.PloS one · 2024Article
- Impacts of Long COVID on workers: A longitudinal study of employment exit, work hours and mental health in the UK.PloS one · 2024Article
- A prospective natural history study of post acute sequalae of COVID-19 using digital wearables: Study protocol.Research square · 2023Article
Corrections and comments
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Authors and funding
5 authors at 3 institutions in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundPeople with Long Covid (Post Covid-19 Condition) describe multiple symptoms which vary between and within individuals over relatively short time intervals. We aimed to describe the real-time associations between different symptoms and between symptoms and physical activity at the individual patient level. METHODS AND
findingsIntensive longitudinal study of 82 adults with self-reported Long Covid (median duration 12-18 months). Data collection involved a smartphone app with 5 daily entries over 14 days and continuous wearing of a wrist accelerometer. Data items included 7 symptoms (Visual Analog Scales) and perceived demands in the preceding period (Likert scales). Activity was measured using mean acceleration in the 3-hour periods preceding and following app data entry. Analysis used within-person correlations of symptoms pairs and both pooled and individual symptom networks derived from graphical vector autoregression. App data was suitable for analysis from 74 participants (90%) comprising 4022 entries representing 77.6% of possible entries. Symptoms varied substantially within individuals and were only weakly autocorrelated. The strongest between-subject symptom correlations were of fatigue with pain (partial coefficient 0.5) and cognitive difficulty with light-headedness (0.41). Pooled within-subject correlations showed fatigue correlated with cognitive difficulty (partial coefficient 0.2) pain (0.19) breathlessness (0.15) and light-headedness (0.12) but not anxiety. Cognitive difficulty was correlated with anxiety and light-headedness (partial coefficients 0.16 and 0.17). Individual participant correlation heatmaps and symptom networks showed no clear patterns indicative of distinct phenotypes. Symptoms, including fatigue, were inconsistently correlated with prior or subsequent physical activity: this may reflect adjustment of activity in response to symptoms. Delayed worsening of symptoms after the highest activity peak was observed in 7 participants.
conclusionSymptoms of Long Covid vary within individuals over short time scales, with heterogenous patterns of symptom correlation. The findings are compatible with altered central symptom processing as an additional factor in Long Covid.
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Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.