Hospital Human Resource Managers’ Perspectives on Organizational Readiness for Generative AI Skills: Qualitative Descriptive Study - Scorecard - MDSpire
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Perspectives of Hospital HR Managers on Organizational Preparedness for Generative AI Competencies: A Qualitative Descriptive Analysis

  • By

  • Zhuo Gao

  • Deliang Liu

  • Yanxia He

  • Yan Zhao

  • Yan Zuo

  • Jianjun Zhang

  • Jingjing Zheng

  • September 17, 2026

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Clinical Scorecard: Perspectives of Hospital HR Managers on Organizational Preparedness for Generative AI Competencies: A Qualitative Descriptive Analysis

At a Glance

CategoryDetail
ConditionGenerative AI in Healthcare
Key MechanismsGenerative AI produces text, summaries, recommendations, and conversational outputs, differing from earlier AI systems.
Target PopulationHealthcare workforce and administrators
Care SettingClinical services, health administration, teaching, population health

Key Highlights

  • Generative AI entails specific organizational and workforce questions as it expands in healthcare.
  • Healthcare workers require applied skills for prompting, verifying content, and detecting inaccuracies.
  • AI literacy, data literacy, ethics, and communication are core domains for healthcare professionals.
  • Existing literature emphasizes normative skills rather than organizational feasibility assessments.
  • Healthcare professionals' experiences with AI vary widely, affecting trust and perceived usefulness.

Guideline-Based Recommendations

Diagnosis

    Management

      Monitoring & Follow-up

        Risks

        • Generative AI may produce outputs that appear plausible yet are inaccurate.
        • There are privacy and security risks when sensitive information is submitted to external systems.

        Patient & Prescribing Data

        Not applicable

        Not applicable

        Clinical Best Practices

        • Targeted training for healthcare workers on generative AI competencies is essential.
        • Healthcare organizations should assess the feasibility of required AI skills across their workforce.

        Related Resources & Content

        Original Source(s)

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