When Tech Meets Touch: Multistakeholder Perspectives and Implementation Strategies for eHealth in Chronic Kidney Disease: A Systematic Review Using Computational Linguistics.

Background: Chronic kidney disease heavily burdens patients and health systems. Digital health interventions offer significant potential but face implementation challenges driven by stakeholders' emotional and practical experiences. This review synthesizes these affective dimensions to inform clinic...

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Published in:Journal of Nursing Management Vol. 2026; pp. 1 - 27
Main Authors: Zheng, Xutong, Xie, Liuxuan, Liu, Yingshuo, Yu, Qiuying, Zhang, Han, Zhang, Xiao, Wang, Aiping, Matthew Vandermeulen
Format: research systematic review tables/charts Journal Article
Published: Wiley-Blackwell 5/13/2026
Online Access:View this record in EBSCOhost
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      dt: 5/13/2026
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      pub: Wiley-Blackwell
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        atl: When Tech Meets Touch: Multistakeholder Perspectives and Implementation Strategies for eHealth in Chronic Kidney Disease: A Systematic Review Using Computational Linguistics.
      aug:
        au:
          Zheng, Xutong
          Xie, Liuxuan
          Liu, Yingshuo
          Yu, Qiuying
          Zhang, Han
          Zhang, Xiao
          Wang, Aiping
          Matthew Vandermeulen
        affil: Department of Public Service, , The First Affiliated Hospital of China Medical University, , Shenyang, China, cmu.edu.cn
      sug:
        subj:
          Renal Insufficiency, Chronic Therapy
          Telehealth
          Digital Health
          Implementation Science
          Stakeholder Participation
          Patient Attitudes
          Human
          Systematic Review
          PubMed
          Embase
          CINAHL Database
          Psycinfo
          Health Services Accessibility
          Attitude of Health Personnel
          Health Care Delivery
          Interprofessional Relations
          Natural Language Processing
          Models, Theoretical
          Sentiment Analysis
          Qualitative Studies
          Communication
          Workflow
          Empowerment
          Clinical Effectiveness
          Checklists
      ab: Background: Chronic kidney disease heavily burdens patients and health systems. Digital health interventions offer significant potential but face implementation challenges driven by stakeholders' emotional and practical experiences. This review synthesizes these affective dimensions to inform clinical practice. Methods: A qualitative systematic review was conducted across six databases for studies published through April 2025. Methodological quality was rigorously appraised. We integrated Python‐based computational sentiment analysis to quantify stakeholder emotional polarity (positive, negative, neutral) with thematic analysis. Identified barriers were mapped to established implementation frameworks to select expert‐validated implementation strategies. Results: Twenty‐three qualitative studies were included, revealing five domains: accessibility, communication, workflow, empowerment, and clinical effectiveness. Patients praised digital empowerment but highlighted socioeconomic access barriers. Nurses valued workflow efficiencies but reported role ambiguity. Clinicians expressed deep skepticism toward remote clinical effectiveness due to diagnostic limitations. To resolve these tensions, prioritized implementation strategies include identifying clinical champions, promoting intervention adaptability, and systematically assessing organizational readiness before deployment. Conclusion: Stakeholder emotions critically dictate digital health adoption. For clinical practice, these findings emphasize moving beyond generic deployments. Healthcare systems must address clinician diagnostic concerns via hybrid care models, resolve nurse workflow ambiguities through targeted training, and provide low‐cost devices to bridge patient equity gaps. Tailoring solutions to these psychosocial needs is essential for successful integration into routine kidney care.
      pubtype: Academic Journal
      doctype:
        research
        systematic review
        tables/charts
        Journal Article
      ougenre: Article
    language: English
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