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. 2023 May 2;25:e32962. doi: 10.2196/32962

Table 2.

List of barriers of digital health and health care AIa in integration of their innovations into clinical health care systems and operation from the workshop.

Themes Barriers
Knowledge on health care systems' technology procurement process
  • Lack of knowledge on health care systems' technology procurement protocols

  • Limited access to best practices and strategies for successful technology procurement

  • Venture funding leads more companies to sale directly to employers

  • Lack of awareness on how to reach and educate providers on product offerings

Digital health innovations from large technology companies
  • Competing with large technology companies

  • Lack of large marketing departments

  • Lack of broad network of connections in comparison to larger companies

  • Lack of networking and financial resources in comparison to larger companies

Demanding regulatory and validation requirements
  • Strenuous regulatory, validation, and technology evaluation evidence required from health care systems

  • Lack of funding for randomized controlled trials

  • Inappropriate existing study design to evaluate digital health innovations

  • Inability to publish study results in academic journals and other peer review mediums due to proprietary concerns

  • Lack of ability to explain AI algorithms

Success in health care systems' technology procurement
  • Limited information and uniformity on the health care procurement process

  • Lengthy sales cycle

  • Strenuous marketing and networking process

  • Lack of transparency on who the decision maker is

  • Lack of funding to attend conference trade shows

  • Limited resources to support a health care pilot that demonstrates financial and clinical ROIb

aAI: artificial intelligence.

bROI: return on investment.