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Background <p>The integration of data-driven continuous monitoring into chronic disease management is often presented as a solution for clinical efficiency. However, this technological shift may substantially reshape care relations, power, and intimacy. Prevailing research, focused on technical validation, fails to capture how such systems operate as social forces. A critical, theory-informed examination of these lived transformations is needed. This study goes beyond documenting ethical dilemmas by critically investigating how data-driven surveillance restructures nurse-patient dynamics. We aim to uncover the mechanisms through which data-driven surveillance disciplines both caregivers and recipients, and to identify where and how the irreducible elements of humanistic care persist and resist.</p> Methods <p>A critical qualitative design was employed, guided by Foucault’s concept of governmentality as a sensitising lens. Semi-structured interviews were conducted with 12 registered nurses and 15 patients with hypertension or type 2 diabetes in one Chinese tertiary hospital that had, for six months, implemented real-time automated physiological monitoring. Data were analysed using reflexive thematic analysis with a hybrid (deductive-inductive) approach.</p> Results <p>Our analysis reveals three core mechanisms: (1) systematic arbitration (nurses as constant negotiators between automated alerts and situated clinical judgment); (2) datafied self-surveillance, patients internalise the data-driven gaze, policing their own behaviour; (3) a shared convergence around the human boundary, both nurses and patients actively defend empathy, contextual interpretation, and emotional recognition as domains irreducible to data. This boundary is not a passive remnant but an active, shared accomplishment.</p> Conclusion <p>Digital surveillance in chronic care does not act as a neutral adjunct. Instead, it operates as a disciplinary technology that asymmetrically disciplines nurses and patients. However, the identified human boundary represents a critical site of resistance and re-humanisation. The future of humane digital health depends on deliberately designing socio-technical systems that strengthen, rather than erode, the relational and interpretive core of clinical practice.</p>

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Between data and touch: how nurses and patients negotiate the human boundary under data-driven surveillance in chronic care

  • 期刊论文

  • 出版模式：

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  • 发表日期：

    2026年7月24日

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  • Qianli Zhu,
  • Weizhen Hu,
  • Laite Chen

摘要

Background

The integration of data-driven continuous monitoring into chronic disease management is often presented as a solution for clinical efficiency. However, this technological shift may substantially reshape care relations, power, and intimacy. Prevailing research, focused on technical validation, fails to capture how such systems operate as social forces. A critical, theory-informed examination of these lived transformations is needed. This study goes beyond documenting ethical dilemmas by critically investigating how data-driven surveillance restructures nurse-patient dynamics. We aim to uncover the mechanisms through which data-driven surveillance disciplines both caregivers and recipients, and to identify where and how the irreducible elements of humanistic care persist and resist.

Methods

A critical qualitative design was employed, guided by Foucault’s concept of governmentality as a sensitising lens. Semi-structured interviews were conducted with 12 registered nurses and 15 patients with hypertension or type 2 diabetes in one Chinese tertiary hospital that had, for six months, implemented real-time automated physiological monitoring. Data were analysed using reflexive thematic analysis with a hybrid (deductive-inductive) approach.

Results

Our analysis reveals three core mechanisms: (1) systematic arbitration (nurses as constant negotiators between automated alerts and situated clinical judgment); (2) datafied self-surveillance, patients internalise the data-driven gaze, policing their own behaviour; (3) a shared convergence around the human boundary, both nurses and patients actively defend empathy, contextual interpretation, and emotional recognition as domains irreducible to data. This boundary is not a passive remnant but an active, shared accomplishment.

Conclusion

Digital surveillance in chronic care does not act as a neutral adjunct. Instead, it operates as a disciplinary technology that asymmetrically disciplines nurses and patients. However, the identified human boundary represents a critical site of resistance and re-humanisation. The future of humane digital health depends on deliberately designing socio-technical systems that strengthen, rather than erode, the relational and interpretive core of clinical practice.