Lingering echoes of SARS-CoV-2: mechanistic insights and management of long COVID syndrome

Abstract:

Throughout the world-wide COVID-19 pandemic, there has arisen a significant and a sustained public-health issue, whereby a significant proportion of individuals report persistent symptoms, well beyond the acute period of infection. The non-united array of chronic, multisystemic events, such as fatigue, cognitive deficit, respiratory dysfunction, cardiovascular abnormalities, and neuropsychiatric disorders characterize this sequela, which is referred to as LCS. LCS is much more than the starting viral insult, as it causes long-term complications that impact various organ systems.

The current review questions the pathophysiological mechanisms of LCS, including scrutinizing the importance of the dysregulation of immunity, the persistence of viral reservoirs, endothelial dysfunction, autonomic imbalance, and mitochondrial injury. We highlight the heterogeneity of the syndrome and the associated diagnostic and treatment difficulties. In addition, we stress the urgency of powerful biomarkers that will be used to diagnose LCS as early as possible and monitor it over time. Present treatment strategies, including pharmacologic therapy (immunomodulators, anticoagulants, antiviral medications, etc.) and non-pharmacologic treatment (rehabilitative programs, etc.) are discussed against the backdrop of recent clinical findings.

This review incorporates the recent literature and presents a review of potential treatment options that alleviate symptoms and improve the quality of life of LCS patients. Finally, this integrated synthesis can be used by both clinicians and researchers to gain practical information on the diagnosis, treatment, and future treatment directions of LCS.

Source: Yadav JP, Yadav S, Dubey NK, Yadav IP, Pathak P, Verma A. Lingering echoes of SARS-CoV-2: mechanistic insights and management of long COVID syndrome. Inflammopharmacology. 2025 Nov 30. doi: 10.1007/s10787-025-02062-9. Epub ahead of print. PMID: 41318861. https://pubmed.ncbi.nlm.nih.gov/41318861/

Multimodal Web-Based Telerehabilitation for Patients With Post-COVID-19 Condition: Protocol for a Randomized Controlled Trial

Abstract:

Background: Patients with post-COVID-19 condition (PCC) experience persistent, long-term health consequences following SARS-CoV-2 infection, including fatigue, hyperventilation, cognitive impairment, and limitations in daily activities. There is emerging evidence suggesting that exercise and respiratory therapy-based telerehabilitation is safe and could potentially improve physical capacity while reducing health care costs.

Objective: This study aims to evaluate the superiority of a multimodal, symptom-titrated telerehabilitation program over standard care in patients with PCC who are severely affected, using the highest oxygen uptake rate (VO2peak [mL/min/kg]) achieved during the cardiopulmonary exercise test (CPET) and minute ventilation/carbon dioxide production slope (VE/VCO2 [full slope]) as primary outcomes. In addition, this study seeks to provide novel insights into the clinical and physiological adaptations associated with PCC, informing future rehabilitation strategies.

Methods: This prospective, randomized, waitlist-controlled trial was approved by the Rhineland-Palatinate Medical Association ethics committee. All procedures comply with the Declaration of Helsinki. This study comprises 3 examination time points, which include patient-reported outcomes, clinical assessments, and a CPET. It is structured into an 8-week intervention phase followed by an 8-week follow-up phase. Following baseline assessment, patients will be randomly assigned to either the intervention group (IG) or the control group (CG). During the intervention phase, IG participants will receive a web-based, multimodal, symptom-titrated telerehabilitation program consisting of sports medicine consultations, weekly teleconsultations, a structured pacing approach, and exercise and respiratory therapy. In contrast, CG participants will receive treatment as usual, which includes a single sports medicine consultation on healthy habits and a self-directed pacing approach for managing symptoms and daily activities. During the follow-up phase, IG participants will continue training independently without teleconsultations, whereas CG participants will undergo the same telerehabilitation intervention as the IG. A follow-up assessment will be conducted for both groups to evaluate long-term effects. This study adheres to the SPIRIT (Standard Protocol Items: Recommendations for Interventional Trials) guidelines and follows the Consensus on Exercise Reporting Template.

Results: Recruitment began in August 2023 and was extended until March 2025. As of March 2025, 80 participants have been recruited, and data analysis is ongoing. Final results are expected by December 2025, with a cross-sectional analysis of baseline data anticipated by July 2025.

Conclusions: This study is the first randomized controlled trial investigating the effectiveness of multimodal and symptom-titrated telerehabilitation in patients with PCC who are severely affected. The integration of various objective diagnostic systems will provide valuable insights into emerging postviral fatigue syndromes, supporting the development of CPET-based diagnostics, personalized rehabilitation strategies, and future research on long-term telerehabilitation effectiveness. The findings will be disseminated through peer-reviewed publications, professional networks, and patient advocacy groups to ensure scientific, clinical, and public impact.

Trial registration: German Clinical Trials Register (DRKS) DRKS00032394; https://drks.de/search/de/trial/DRKS00032394.

Source: Tomaskovic A, Weber V, Ochmann DT, Neuberger EW, Lachtermann E, Brahmer A, Haller N, Hillen B, Enders K, Eggert V, Zeier P, Lieb K, Simon P. Multimodal Web-Based Telerehabilitation for Patients With Post-COVID-19 Condition: Protocol for a Randomized Controlled Trial. JMIR Res Protoc. 2025 May 21;14:e65044. doi: 10.2196/65044. PMID: 40397936. https://www.researchprotocols.org/2025/1/e65044 (Full text)

Therapeutic Approaches to the Neurologic Manifestations of COVID-19

Abstract:

As of May 2022, there have been more than 527 million infections with severe acute respiratory disease coronavirus type 2 (SARS-CoV-2) and over 6.2 million deaths from Coronavirus Disease 2019 (COVID-19) worldwide. COVID-19 is a multisystem illness with important neurologic consequences that impact long-term morbidity and mortality.

In the acutely ill, the neurologic manifestations of COVID-19 can include distressing but relatively benign symptoms such as headache, myalgias, and anosmia; however, entities such as encephalopathy, stroke, seizures, encephalitis, and Guillain-Barre Syndrome can cause neurologic injury and resulting disability that persists long after the acute pulmonary illness. Furthermore, as many as one-third of patients may experience persistent neurologic symptoms as part of a Post-Acute Sequelae of SARS-CoV-2 infection (Neuro-PASC) syndrome.

This Neuro-PASC syndrome can affect patients who required hospitalization for COVID-19 or patients who did not require hospitalization and who may have had minor or no pulmonary symptoms. Given the large number of individuals affected and the ability of neurologic complications to impair quality of life and productivity, the neurologic manifestations of COVID-19 are likely to have major and long-lasting personal, public health, and economic consequences.

While knowledge of disease mechanisms and therapies acquired prior to the pandemic can inform us on how to manage patients with the neurologic manifestations of COVID-19, there is a critical need for improved understanding of specific COVID-19 disease mechanisms and development of therapies that target the neurologic morbidities of COVID-19. This current perspective reviews evidence for proposed disease mechanisms as they inform the neurologic management of COVID-19 in adult patients while also identifying areas in need of further research.

Source: Graham EL, Koralnik IJ, Liotta EM. Therapeutic Approaches to the Neurologic Manifestations of COVID-19. Neurotherapeutics. 2022 Sep;19(5):1435-1466. doi: 10.1007/s13311-022-01267-y. Epub 2022 Jul 21. PMID: 35861926; PMCID: PMC9302225. https://pmc.ncbi.nlm.nih.gov/articles/PMC9302225/ (Full text)

Mixed methods study of views and experience of non-hospitalised individuals with long COVID of using pacing interventions

Abstract:

Long COVID is highly prevalent and debilitating, with key symptoms including fatigue, breathlessness, and brain fog. Pacing is an approach to energy conservation used to help people with chronic conditions like ME/CFS manage the impact of their condition, and could be a useful strategy for people with Long COVID. The aim of this study was to explore the views and experiences of non-hospitalised adults with Long COVID of pacing as an intervention.

This mixed methods study is part of the Therapies for Long COVID (TLC) Feasibility trial. A feasibility questionnaire was developed for participants. In addition, semi-structured interviews were conducted with a sub-sample of participants at the end of the study and these interviews were analysed using the reflexive thematic analysis approach. 28 participants completed the feasibility questionnaire and 19 participants took part in a qualitative interview.

found that pacing helped improve motivation and activity planning. Concerns included challenges due to time constraints, complexity of the intervention, and limited instructions. Pacing for Long COVID may offer potential benefits and is feasible but further research is required to demonstrate its benefits. Overall, research on pacing in the context of Long COVID has the potential to enhance our understanding of symptom management and rehabilitation strategies for this emerging population.

Source: McMullan C, Haroon S, Turner G, Aiyegbusi OL, Hughes SE, Flanagan S, Subramanian A, Nirantharakumar K, Davies EH, Frost C, Jackson L, Guan N, Alder Y, Chong A, Buckland L, Jeyes F, Stanton D, Calvert M. Mixed methods study of views and experience of non-hospitalised individuals with long COVID of using pacing interventions. Sci Rep. 2025 Apr 25;15(1):14467. doi: 10.1038/s41598-025-96319-6. PMID: 40280997. https://www.nature.com/articles/s41598-025-96319-6 (Full text)

Machine learning algorithms for detection of visuomotor neural control differences in individuals with PASC and ME

Abstract:

The COVID-19 pandemic has affected millions worldwide, giving rise to long-term symptoms known as post-acute sequelae of SARS-CoV-2 (PASC) infection, colloquially referred to as long COVID. With an increasing number of people experiencing these symptoms, early intervention is crucial. In this study, we introduce a novel method to detect the likelihood of PASC or Myalgic Encephalomyelitis (ME) using a wearable four-channel headband that collects Electroencephalogram (EEG) data. The raw EEG signals are processed using Continuous Wavelet Transform (CWT) to form a spectrogram-like matrix, which serves as input for various machine learning and deep learning models. We employ models such as CONVLSTM (Convolutional Long Short-Term Memory), CNN-LSTM, and Bi-LSTM (Bidirectional Long short-term memory). Additionally, we test the dataset on traditional machine learning models for comparative analysis.

Our results show that the best-performing model, CNN-LSTM, achieved an accuracy of 83%. In addition to the original spectrogram data, we generated synthetic spectrograms using Wasserstein Generative Adversarial Networks (WGANs) to augment our dataset. These synthetic spectrograms contributed to the training phase, addressing challenges such as limited data volume and patient privacy. Impressively, the model trained on synthetic data achieved an average accuracy of 93%, significantly outperforming the original model.

These results demonstrate the feasibility and effectiveness of our proposed method in detecting the effects of PASC and ME, paving the way for early identification and management of the condition. The proposed approach holds significant potential for various practical applications, particularly in the clinical domain. It can be utilized for evaluating the current condition of individuals with PASC or ME, and monitoring the recovery process of those with PASC, or the efficacy of any interventions in the PASC and ME populations. By implementing this technique, healthcare professionals can facilitate more effective management of chronic PASC or ME effects, ensuring timely intervention and improving the quality of life for those experiencing these conditions.

Source: Harit Ahuja, Smriti Badhwar, Heather Edgell, Lauren E. Sergio, Marin Litoiu. Machine learning algorithms for detection of visuomotor neural control differences in individuals with PASC and ME. Front. Hum. Neurosci. Sec. Brain-Computer Interfaces, Volume 18 – 2024 | doi: 10.3389/fnhum.2024.1359162 https://www.frontiersin.org/articles/10.3389/fnhum.2024.1359162/full (Full text)

What do infectious disease specialists think about managing long COVID?

Abstract:

This survey of infectious disease providers on long COVID care revealed a lack of familiarity with existing resources, a sentiment of missing guidelines, and scarcity of dedicated care centers. The low response rate suggests that infectious disease specialists do not consider themselves as the primary providers of long COVID care.

Long COVID (or post-acute sequelae of COVID-19, PASC) complicates an estimated 10–30% of non-hospitalized cases and 50–70% of hospitalized cases of acute SARS-CoV-2 infection.(Reference Davis, McCorkell, Vogel and Topol1) The work-up often requires multiple disciplines to collaborate, both for diagnostic evaluation and for offering symptomatic treatment.(Reference Parker, Brigham and Connolly2) For this purpose, an infrastructure of so-called long COVID clinics has been developing,(Reference Vanichkachorn, Newcomb and Cowl3) oftentimes under the supervision of a single medical specialty. Given that long COVID is a complication of an infection, the medical subspecialty of infectious diseases (ID) has frequently been involved in devising and running such clinics. Here, we intended to survey ID providers in North America regarding their role in managing long COVID and their perspective on the availability of resources. For this purpose, we used the Emerging Infections Network (EIN), which is a provider-based sentinel network funded by the Infectious Diseases Society of America and the Centers for Disease Control and Prevention (http://ein.idsociety.org/). Our implicit hypothesis was that ID providers are insufficiently equipped to provide long COVID care because neither infection work-up nor antiviral treatment play a role in current management.

We designed a questionnaire, tested it among peers, and sent it out to all 2,978 EIN listserv subscribers on 3 occasions between February 7 and February 26, 2023. The survey contained 8 questions, 7 of which were structured questions. There was an option to make additional open-text field comments.

The response rate was very low, with 117 of 2,978 providers who filled out the survey (3.9%). Of these 117, 46 stated that they did not care for long COVID patients, and we analyzed the responses of the remaining 71 providers (2.4% of 2,978). Most of these would see long COVID patients once a month or less often (50/71). Thirteen indicated they were specifically seeing long COVID patients. Only 15 out of 71 (21%) felt “very comfortable” in making a diagnosis of long COVID, and most thought the resources available to clinicians involved in long COVID care were inadequate (55%) or were unaware of such resources (18%). The management consists mostly of a case-by-case-based approach without standardization (55%), followed by behavioral education for energy conservation (44%). Access to a long COVID clinic was considered easy by only 17%, while 48% stated there was no dedicated clinic located nearby, and 35% highlighted that locally available clinics were not easily accessible.

The open-text field answers were notable for showing that long COVID is a “complicated syndrome, currently without a specialty home” and that it is not easy to provide “holistic care to patients in our existing system.” Also, the absence of straightforward definitions, national guidelines, and dedicated research was pointed out. Lastly, one provider argued that “this is a primary care issue with collaboration with any needed specialists.”

The low response rate, the small percentage of ID providers heavily involved in long COVID care, and some free text statements can be seen as key findings of our survey. Our interpretation is that long COVID—although originating from an acute infection—is not perceived to be in the wheelhouse of the infectious diseases subspecialty. Infectious disease providers may not consider themselves as well-equipped as a generalist such as primary care providers.(Reference Berger, Altiery, Assoumou and Greenhalgh4) Long COVID patients, however, are likely to benefit from designated points of generalist care, with access to pertinent medical specialties and rehabilitative services (physical therapy, occupational health, and mental health), in order to receive comprehensive management for their signs and symptoms. In addition, widespread healthcare worker burnout in the wake of the pandemic may contribute to a subjective saturation with COVID-19-related topics and have reduced survey participation.

A minority of responders considered themselves very comfortable in diagnosing long COVID, the resources for appropriate clinical care were mostly felt to be inadequate, and management seems to happen on a case-by-case base (i.e., non-standardized). This points to the general unease about what constitutes best practice in long COVID care. We speculate that similar findings would be encountered in other medical specialties. Also, there is a considerable need for more research in the field, as evidenced by a recent award by the Agency for Healthcare Research and Quality to study new models of delivery of long COVID care (https://www.ahrq.gov/coronavirus/long-covid-grant-awards.html).

In conclusion, our survey of infectious disease providers and their perspective on long COVID care suggested a lack of familiarity with existing resources, a sentiment of missing guidelines, and scarcity of dedicated care centers. In addition, the low response rate to this survey can be interpreted as ID providers not regarding their specialty as the primary point of contact for delivering long COVID care.

Source: Lyons MD, Beekmann SE, Polgreen PM, Marschall J. What do infectious disease specialists think about managing long COVID? Antimicrobial Stewardship & Healthcare Epidemiology. 2023;3(1):e236. doi:10.1017/ash.2023.519 https://www.cambridge.org/core/journals/antimicrobial-stewardship-and-healthcare-epidemiology/article/what-do-infectious-disease-specialists-think-about-managing-long-covid/E89D7EA86E873D517D24FBB20D304A8D (Full text)

 

The long-term health outcomes, pathophysiological mechanisms and multidisciplinary management of long COVID

Abstract:

There have been hundreds of millions of cases of coronavirus disease 2019 (COVID-19), which is caused by severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2). With the growing population of recovered patients, it is crucial to understand the long-term consequences of the disease and management strategies.

Although COVID-19 was initially considered an acute respiratory illness, recent evidence suggests that manifestations including but not limited to those of the cardiovascular, respiratory, neuropsychiatric, gastrointestinal, reproductive, and musculoskeletal systems may persist long after the acute phase. These persistent manifestations, also referred to as long COVID, could impact all patients with COVID-19 across the full spectrum of illness severity.

Herein, we comprehensively review the current literature on long COVID, highlighting its epidemiological understanding, the impact of vaccinations, organ-specific sequelae, pathophysiological mechanisms, and multidisciplinary management strategies. In addition, the impact of psychological and psychosomatic factors is also underscored.

Despite these crucial findings on long COVID, the current diagnostic and therapeutic strategies based on previous experience and pilot studies remain inadequate, and well-designed clinical trials should be prioritized to validate existing hypotheses. Thus, we propose the primary challenges concerning biological knowledge gaps and efficient remedies as well as discuss the corresponding recommendations.

Source: Li, J., Zhou, Y., Ma, J. et al. The long-term health outcomes, pathophysiological mechanisms and multidisciplinary management of long COVID. Sig Transduct Target Ther 8, 416 (2023). https://doi.org/10.1038/s41392-023-01640-z https://www.nature.com/articles/s41392-023-01640-z (Full text)

Re: What happens inside a long covid clinic?

Dear Editor

As a patient with severe long covid and myalgic encephalomyelitis (M.E.), I was pleased to see the article ‘What happens in a long covid clinic?’ [1] raising awareness of the scale and impact of long covid and the importance of long covid clinics. According to a recent estimate by Altmann et al, 1 in 10 people who contract COVID-19 will be affected by long covid, whilst the oncoming impact of long covid on health systems, populations and economies will be “so large as to be unfathomable”.[2]

Around 2-14% of patients with long covid develop orthostatic tachycardia six to eight months after COVID infection and as many as 60% show some symptoms of POTS. [3] Yet there remain no agreed guidelines for POTS in long covid, making the early diagnosis and management of the condition in primary care challenging. NICE guidance on long covid only mentions POTS in passing with no information on management.[4] The approach outlined by Espinosa-Gonzalez and colleagues to diagnose and manage POTS in primary care could greatly improve function and health for people with POTS.[5]

While I commend the excellent NHS services highlighted in the feature [1], as a patient with severe long covid I would question how prevalent this integrated medically-led care model is across the country despite it being in the ‘The NHS plan for improving long covid services’.[6] Many patients I speak to in long covid support groups report long waits, only to then be offered basic wellbeing classes or rehabilitation without any active treatment for symptoms.

Access to clinics for the most severely affected is variable with not all services offering remote consultations or home visits. It is imperative that long covid clinics are medically led, inter-disciplinary and able to prescribe medications. Additionally, we need the same standard of care for patients with ME/CFS, who are still waiting for NICE guidance from 2021[7] to be implemented. A recent survey noted there remain significant gaps in provision for patients with ME/CFS.[8]

Previously young fit and healthy patients with severe long covid and ME are being left bed-bound without adequate diagnosis, support, care or treatment as there is no specialty or service that is set up to provide this. I went from climbing mountains and working on-call to unable to stand or feed myself in the space of 8 weeks with long covid – I am still severely affected a year later. Given the multi-system complexity of long covid and ME/CFS it is time for an interdisciplinary patient-centred service for post-viral illnesses that recognises the biological nature of the disease and the unique challenges patients with severe long covid and ME have with safely accessing services given their limited energy available, severe cognitive effects, physical immobility and range of complications across bodily systems.

The Department of Health and Social Care are currently seeking views on the interim delivery plan for ME/CFS care in an online consultation [9], which is relevant to both patient groups and professionals and could lay the groundwork for more comprehensive care of post-viral illnesses in the UK.

Yours sincerely,

Dr Alexis Gilbert BSc MBBS MPH FFPH

Source: MJ 2023;382:p1791 https://www.bmj.com/content/382/bmj.p1791/rr (Full text)

Cognitive dysfunction in post-COVID-19 condition: Mechanisms, management, and rehabilitation

Abstract:

The long-term effects of COVID-19 on cognitive function have become an area of increasing concern. This paper provides an overview of characteristics, risk factors, possible mechanisms, and management strategies for cognitive dysfunction in post-COVID-19 condition (PCC).

Prolonged cognitive dysfunction is one of the most common impairments in PCC, affecting between 17% and 28% of the individuals more than 12 weeks after the infection and persisting in some cases for several years. Cognitive dysfunctions can be manifested as a wide range of symptoms including memory impairment, attention deficit, executive dysfunction, and reduced processing speed. Risk factors for developing PCC, with or without cognitive impairments, include advanced age, preexisting medical conditions, and the severity of acute illness. The underlying mechanisms remain unclear, but proposed contributors include neuroinflammation, hypoxia, vascular damage, and latent virus reactivation not excluding the possibility of direct viral invasion of the central nervous system, illustrating complex viral pathology.

As the individual variation of the cognitive impairments is large, a neuropsychological examination and a person-centered multidimensional approach are required. According to the World Health Organization, limited evidence on COVID-19-related cognitive impairments necessitates implementing rehabilitation interventions from established practices of similar conditions. Psychoeducation and compensatory skills training are recommended. Assistive products and environmental modifications adapted to individual needs might be helpful. In specific attention- and working memory dysfunctions, cognitive training—carefully monitored for intensity—might be effective for people who do not suffer from post-exertional malaise. Further research is crucial for evidence-based interventions specific to COVID-19-related cognitive impairments.

Source: Möller M, Borg K, Janson C, Lerm M, Normark J, Niward K. Cognitive dysfunction in post-COVID-19 condition: Mechanisms, management, and rehabilitation. J Intern Med. 2023 Sep 27. doi: 10.1111/joim.13720. Epub ahead of print. PMID: 37766515. https://onlinelibrary.wiley.com/doi/10.1111/joim.13720 (Full text)

Forming a consensus opinion to inform long COVID support mechanisms and interventions: a modified Delphi approach

Abstract:

Background: Current approaches to support patients living with post-COVID condition, also known as Long COVID, are highly disparate with limited success in managing or resolving a well-documented and long-standing symptom burden. With approximately 2.1 million people living with the condition in the UK alone and millions more worldwide, there is a desperate need to devise support strategies and interventions for patients.

Methods: A three-round Delphi consensus methodology was distributed internationally using an online survey and was completed by healthcare professionals (including clinicians, physiotherapists, and general practitioners), people with long COVID, and long COVID academic researchers (round 1 n = 273, round 2 n = 186, round 3 n = 138). Across the three rounds, respondents were located predominantly in the United Kingdom (UK), with 17.3-15.2% (round 1, n = 47; round 2 n = 32, round 2 n = 21) of respondents located elsewhere (United States of America (USA), Austria, Malta, United Arab Emirates (UAE), Finland, Norway, Malta, Netherlands, Iceland, Canada, Tunisie, Brazil, Hungary, Greece, France, Austrailia, South Africa, Serbia, and India). Respondents were given ∼5 weeks to complete the survey following enrolment, with round one taking place from 02/15/2022 to 03/28/22, round two; 05/09/2022 to 06/26/2022, and round 3; 07/14/2022 to 08/09/2022. A 5-point Likert scale of agreement was used and the opportunity to include free text responses was provided in the first round.

Findings: Fifty-five statements reached consensus (defined as >80% agree and strongly agree), across the domains of i) long COVID as a condition, ii) current support and care available for long COVID, iii) clinical assessments for long COVID, and iv) support mechanisms and rehabilitation interventions for long COVID, further sub-categorised by consideration, inclusion, and focus. Consensus reached proposes that long COVID requires specialised, comprehensive support mechanisms and that interventions should form a personalised care plan guided by the needs of the patients. Supportive approaches should focus on individual symptoms, including but not limited to fatigue, cognitive dysfunction, and dyspnoea, utilising pacing, fatigue management, and support returning to daily activities. The mental impact of living with long COVID, tolerance to physical activity, emotional distress and well-being, and research of pre-existing conditions with similar symptoms, such as myalgic encephalomyelitis, should also be considered when supporting people with long COVID.

Interpretation: We provide an outline that achieved consensus with stakeholders that could be used to inform the design and implementation of bespoke long COVID support mechanisms.

Source: Owen R, Ashton REM, Ferraro FV, Skipper L, Bewick T, Leighton P, Phillips BE, Faghy MA. Forming a consensus opinion to inform long COVID support mechanisms and interventions: a modified Delphi approach. EClinicalMedicine. 2023 Aug 9;62:102145. doi: 10.1016/j.eclinm.2023.102145. PMID: 37599906; PMCID: PMC10432807. https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10432807/ (Full text)