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Related Concept Videos

Issues And Trends In Healthcare Delivery System01:29

Issues And Trends In Healthcare Delivery System

The issues and trends in healthcare delivery are constantly changing. The COVID-19 pandemic is one recent issue that wreaked havoc on healthcare systems, causing a shortage of healthcare workers, high demand for medicines and supplies, and increased medical expenditure due to a lack of insurance. Other issues include rising healthcare costs and care fragmentation.
Cost Containment
Payment for healthcare services has historically promoted adoption of costly and often unnecessary or inefficient...
Documentation in Long-Term and Home Healthcare Setting01:29

Documentation in Long-Term and Home Healthcare Setting

Documentation in long-term care facilities and home healthcare settings is crucial for ensuring continuous, coordinated, and comprehensive care for patients. Each setting has its specific documentation processes and tools:
Long-Term Care Facilities
Current Trends in Nursing II01:30

Current Trends in Nursing II

Trends in nursing are multifactorial and associated with changes in society, within the nursing profession, and in other professions. Notably, telehealth and remote nursing contribute to successful healthcare delivery for numerous patients and help reduce stress for nurses due to nursing shortages. Nurses can reach patients, monitor their conditions, and interact with them using computers, audio, visual accessories, and telephones—for example, remote patient monitoring systems. Likewise,...
Integrated Healthcare System01:20

Integrated Healthcare System

An integrated healthcare system (IHS) is a set of organizations that provides for or arranges to provide coordinated and continuous service to a defined population. The IHS takes responsibility for that particular population's health status and outcome, both clinically and fiscally. An integrated healthcare system is a well-organized, well-coordinated, and collaborative network. The integrated delivery system is a network that connects different healthcare providers to deliver organized,...
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Methods of Documentation VI: Case Management Model

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Related Experiment Videos

Human-AI Collaboration in Healthcare: A Scoping Review.

Joshua Strong1, Harry Rogers2, Emma Sun2

  • 1Institute of Biomedical Engineering, University of Oxford, Oxford, UK. joshua.strong@eng.ox.ac.uk.

NPJ Digital Medicine
|June 20, 2026
PubMed
Summary
This summary is machine-generated.

Effective human-AI collaboration (HAIC) in healthcare requires careful integration and calibrated trust. Most studies show benefits in diagnostic tasks, but more research is needed on patient outcomes and governance.

Related Experiment Videos

Area of Science:

  • Healthcare Informatics
  • Clinical Decision Support Systems
  • Human-Computer Interaction

Background:

  • Artificial intelligence (AI) integration into clinical pathways is rapidly increasing.
  • Effective human-AI collaboration (HAIC) is crucial for healthcare policy and practice.
  • Scoping reviews are vital for understanding the landscape of emerging research areas.

Purpose of the Study:

  • To conduct a comprehensive scoping review of empirical studies on HAIC in healthcare.
  • To identify trends, evidence gaps, and key factors influencing HAIC effectiveness.
  • To inform future research and policy regarding AI in clinical settings.

Main Methods:

  • Systematic search of empirical studies on HAIC in healthcare from January 2015 to October 2025.
  • Utilized Joanna Briggs Institute methodology and PRISMA-ScR reporting guidelines.
  • Included 140 studies from an initial 17,463 identified records.

Main Results:

  • Evidence predominantly focuses on diagnostic interpretation, with limited studies in screening, triage, therapeutics, and administration.
  • Effectiveness metrics were inconsistently defined and often short-term, task-level.
  • Most studies reported benefits for human-AI teams, contingent on task fit, workflow integration, training, and trust calibration.
  • Ethical and governance issues were discussed but rarely empirically evaluated.

Conclusions:

  • HAIC demonstrates potential benefits, particularly in diagnostics, but requires optimized integration and trust.
  • Current research often lacks patient or system-level outcome evaluation and empirical assessment of ethical considerations.
  • Future research should prioritize longitudinal, task-specific, and governance-aware evaluations of HAIC in healthcare.