Real-world data: a brief review of the methods, applications, challenges and opportunities.

Fang Liu, Demosthenes Panagiotakos

November 2022 BMC Med Res Methodol

Synopsis of Social media discussions

Overall, the social discussions reveal strong support and enthusiasm for the article, with examples like mention of its role during the COVID-19 pandemic and advancements in wearable technology showing how real-world data is shaping healthcare. The tone conveys a sense of optimism about future opportunities while acknowledging challenges like data quality and analysis complexity.

A
Agreement
 Moderate agreement

Most discussions recognize the importance and potential of real-world data, emphasizing its value for healthcare research and evidence generation.

I
Interest
 High level of interest

The discussions highlight high interest by referencing future implications, technological advancements, and current applications like pandemic response.

E
Engagement
 High engagement

Participants reference specific methods, such as data quality standards, machine learning techniques, and real-world applications, indicating deep engagement.

I
Impact
 High level of impact

Posts underscore the significant influence of RWD on medical research, decision-making, and clinical trials, suggesting a transformative role in healthcare.

Social Mentions

YouTube

2 Videos

Twitter

25 Posts

News

5 Articles

Metrics

Video Views

14

Total Likes

39

Extended Reach

141,669

Social Features

32

Timeline: Posts about article

Top Social Media Posts

Posts referencing the article

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Harnessing Real-World Data for Medical Innovation and Precision Health

Harnessing Real-World Data for Medical Innovation and Precision Health

Real-world data from health records, wearables, and patient experiences is transforming healthcare research. This episode explores how RWD enables personalized medicine, addresses challenges like privacy and bias, and drives medical breakthroughs.

In-Silico Regulatory Science & Innovation

April 19, 2025

5 views

  • Shibata Masashi@GP×EBM
    @EbmShibanyan (Twitter)

    RT @dsat0: Real-world data: a brief review of the methods, applications, challenges and opportunities | BMC Medical Research Methodology |…
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    February 18, 2025

    2

  • さとぅ
    @dsat0 (Twitter)

    RT @dsat0: Real-world data: a brief review of the methods, applications, challenges and opportunities | BMC Medical Research Methodology |…
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    February 18, 2025

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  • Shiori Nishimura
    @ShioNishimura (Twitter)

    Liu, F., & Panagiotakos, D. (2022). Real-world data: a brief review of the methods, applications, challenges and opportunities. BMC medical research methodology, 22(1), 287. https://t.co/yhywcl7Uep
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    February 17, 2025

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  • Genomcore
    @genomcore (Twitter)

    Check out this groundbreaking article in BMC Medical Research Methodology
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    August 1, 2023

    1

  • KONDO Masahiro
    @mkondo1042 (Twitter)

    RWDについてざっくりまとめてある文献。 https://t.co/D8GTY4fiGX https://t.co/Ewg3hqWZoE
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    July 14, 2023

    8

  • CRD
    @crd_york (Twitter)

    RT @KSR_SysRev: #Realworld data sources in the medical and healthcare research are expanding with the use of new technologies. This brief r…
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    January 4, 2023

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  • KSR Systematic Reviews
    @KSR_SysRev (Twitter)

    #Realworld data sources in the medical and healthcare research are expanding with the use of new technologies. This brief review gives us an idea of what the near future might look like. Fang Liu, @NotreDame , Panagiotakos Demosthenes, @harokopio_ https://t.co/vs6518JlyZ
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    January 3, 2023

    4

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  • さとぅ
    @dsat0 (Twitter)

    Real-world data: a brief review of the methods, applications, challenges and opportunities | BMC Medical Research Methodology | https://t.co/n7tJNBuBxG
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    November 12, 2022

    8

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  • KONDO Masahiro
    @mkondo1042 (Twitter)

    あとで読む https://t.co/D8GTY4fiGX
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    November 12, 2022

    4

  • BMC Series
    @BMC_series (Twitter)

    #BMCMedResMethodol Senior Editorial Board Members Prof Liu, from University of @NotreDame and Prof Panagiotakos @dbpanag from Harokopio University have authored a short review of methods, applications, challenges and opportunities. Please find it here: https://t.co/3gNxdiQDRu
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    November 8, 2022

  • Jose Miguel Cacho
    @josemiguelcacho (Twitter)

    El mundo real tiene un gran potencial para generar evidencia, realizar ensayos y responder preguntas que de otra manera no se podrían abordar. #Realworlddata: a brief review of the methods, applications, challenges and opportunities https://t.co/8oN9E0YeHW via @BioMedCentral
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    November 8, 2022

    1

  • Faizal Rayan
    @FaizalRayan (Twitter)

    https://t.co/4LnbwKHcfp
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    November 6, 2022

  • PHARMAGEEK #hcsmeufr
    @LionelREICHARDT (Twitter)

    Real-world data: a brief review of the methods, applications, challenges and opportunities | BMC Medical Research Methodology | Full Text https://t.co/BMOppKVqmI https://t.co/VHIQb8XCcw
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    November 6, 2022

  • dhnomad
    @gmathews71 (Twitter)

    https://t.co/ddAxWEdM7S https://t.co/fAx7YB7DrG
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    November 6, 2022

  • Future of AI
    @future_of_AI (Twitter)

    Real-world data: a brief review of the methods, applications, challenges and opportunities https://t.co/1FGuvYH5Xv #ai #machinelearning #artificialintelligence #deeplearning #intoAInews via @Neurons_AI
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    November 6, 2022

  • George E. Dafoulas MD, MBA in HSM
    @GeorgeEDafoulas (Twitter)

    Fang Liu, Panagiotakos Demosthenes, P. Real-world data: a brief review of the methods, applications, challenges and opportunities. BMC Med Res Methodol 22, 287 (2022). DOI: 10.1186/s12874-022-01768-6 https://t.co/cKD23WXvWC https://t.co/kECGhcxKOS
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    November 6, 2022

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  • Awakened Guardian
    @Tian_A1 (Twitter)

    #Real-world data : a brief review of the methods, applications [ https://t.co/xZ4JgZWn2w ] For example, during the #Covid19 pandemic, RWD are used to generate or aid Pragmatic clinical trials are trials designed to test the effectivene https://t.co/OkwaZeLSAK
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    November 5, 2022

  • Iris Thiele Isip Tan MD, MSc
    @endocrine_witch (Twitter)

    Real-world data https://t.co/XSz8bw23Dq https://t.co/OPoi3ZxigN
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    November 5, 2022

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  • Iris Thiele Isip Tan MD, MSc
    @endocrine_witch (Twitter)

    RT @yuriquintana: Real-world data: a brief review of the methods, applications, challenges and opportunities by Fang Liu & Panagiotakos De…
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    November 5, 2022

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  • Yuri Quintana, PhD, FACMI
    @yuriquintana (Twitter)

    Real-world data: a brief review of the methods, applications, challenges and opportunities by Fang Liu & Panagiotakos Demosthene, In BMC Medical Research Methodology https://t.co/tu4DuD3MQ6 #RWE #RealWorldEvidence #RWD #RealWorldData
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    November 5, 2022

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  • Suriya Subramanian
    @SuriyaSubraman (Twitter)

    Real-world data: a brief review of the methods, applications, challenges and opportunities: The wearables generate huge amounts of data. Advances in data storage, real-time processing capabilities and efficient battery technology would… https://t.co/Mcxrsgdm5p #bigdata #cdo #cto
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    November 5, 2022

  • Neurons.AI #intoAI #Neurons #AI
    @Neurons_AI (Twitter)

    Real-world data: a brief review of the methods, applications, challenges and - https://t.co/yJxkWtsjSG #machinelearning #intoAInews
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    November 5, 2022

    1

  • Neurons.AI #intoAI #Neurons #AI
    @Neurons_AI (Twitter)

    Real-world data: a brief review of the methods, applications, challenges and - https://t.co/7PX5Kueq6v #deeplearning #intoAInews
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    November 5, 2022

  • MyJournals
    @myjournals (Twitter)

    Real-world data: a brief review of the methods, applications, challenges and opportunities https://t.co/NbBZLGNOvC
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    November 5, 2022

  • Suriya Subramanian
    @SuriyaSubraman (Twitter)

    Real-world data: a brief review of the methods, applications, challenges and opportunities: are encouraged to establish data quality standards and reduce unforeseen risks and issues. Efficient and practical ML and statistical procedures: Fast ... https://t.co/Wf4uO8jzDm
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    November 5, 2022

Abstract Synopsis

  • This article provides an overview of real-world data (RWD) in healthcare, highlighting its sources like social media, wearable devices, and e-health services, and discussing how it can be used for decision-making and research.
  • It emphasizes the potential of RWD to generate evidence for clinical trials and answer important healthcare questions, while also highlighting challenges such as data complexity, the need for advanced analysis techniques, and ethical considerations.
  • The review serves as an introduction for those interested in RWD, pointing out that despite its promise, careful methods are needed to ensure scientific accuracy and responsible use of the data.]