Clinical Surveillance Technologies in Nonintensive Care Unit Hospital Settings: Systematic Review and Bayesian Network Meta-Analysis of Randomized Trials - Scorecard - MDSpire
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Evaluation of Clinical Monitoring Technologies in Non-ICU Hospital Environments: A Systematic Review and Bayesian Network Meta-Analysis of Randomized Controlled Trials

  • By

  • Xinbo Yin

  • Xiangmin Li

  • Guoqing Huang

  • Xiaokai Wang

  • September 24, 2026

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Clinical Scorecard: Evaluation of Clinical Monitoring Technologies in Non-ICU Hospital Environments: A Systematic Review and Bayesian Network Meta-Analysis of Randomized Controlled Trials

At a Glance

CategoryDetail
ConditionClinical Monitoring Technologies
Key MechanismsRule-based electronic surveillance, predictive model-based electronic surveillance, continuous physiologic monitoring
Target PopulationHospitalized patients in non-ICU settings
Care SettingNon-ICU hospital environments

Key Highlights

  • Failure to identify clinical deterioration can lead to preventable morbidity and mortality.
  • Physiological abnormalities can precede serious events by several hours.

Guideline-Based Recommendations

Diagnosis

  • Utilize surveillance strategies to detect clinical deterioration.

Management

  • Implement rule-based, predictive model-based, or continuous monitoring strategies.

Monitoring & Follow-up

  • Assess short-term mortality and unplanned ICU transfers as primary outcomes.

Risks

  • Interpretation of studies may be hindered by differences in clinical settings and outcome definitions.

Patient & Prescribing Data

Patients treated in emergency departments, acute admission areas, general medical or surgical wards, stroke units, or step-down units.

Surveillance strategies should be designed to detect or convey risk of clinical deterioration.

Clinical Best Practices

  • Ensure reliable detection and communication of clinical deterioration.
  • Adopt a comprehensive approach to clinical surveillance encompassing data acquisition and response.
  • Evaluate the effectiveness of surveillance strategies in the context of their implementation.

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