Barriers to the widespread adoption of diagnostic artificial intelligence for preventing antimicrobial resistance

Hiromu Ito1, Takayuki Wada2,3, Genki Ichinose4

  • 1Department of International Health and Medical Anthropology, Institute of Tropical Medicine, Nagasaki University, Nagasaki, Japan. ito.hiromu@nagasaki-u.ac.jp.

Scientific Reports
|April 16, 2025
PubMed

Insights

Public preferences for artificial intelligence (AI) in healthcare reveal a conflict between individual needs and global antimicrobial resistance (AMR) threats. Societal acceptance of AI in public health requires balancing personalized care with the urgent need to combat AMR.

Area of Science:

  • Public Health
  • Bioethics
  • Health Informatics

Background:

  • Antimicrobial resistance (AMR) is a significant global public health threat, exacerbated by antimicrobial overuse.
  • Ethical considerations surrounding AMR may impede the integration of advanced technologies like artificial intelligence (AI) into healthcare.
  • Understanding public perception is crucial for the successful implementation of AI in combating public health challenges.

Purpose of the Study:

  • To investigate the ethical dilemmas influencing the adoption of diagnostic AI in the context of AMR.
  • To assess public preferences for different AI approaches in healthcare settings.
  • To explore demographic variations in public opinion regarding AI in public health.

Main Methods:

  • A web-based survey was conducted across eight countries/regions.
  • Participants were presented with two hypothetical AI scenarios: one prioritizing individual health and another addressing the global AMR threat.
  • Public preferences, including attitudes towards AI standardization, were analyzed, with attention to gender and age demographics.

Main Results:

  • A societal preference emerged for utilizing both individual-focused and global AMR-focused AI types, indicating a complex balance between personal and collective health priorities.
  • Significant differences in AI preferences were observed based on gender and age.
  • A majority of respondents opposed the standardization of AI in treatment protocols.

Conclusions:

  • The integration of AI into public health strategies for AMR faces challenges due to conflicting public sentiments.
  • Public acceptance and ethical considerations are paramount for deploying AI effectively in addressing global health issues like AMR.
  • Future AI development and implementation must consider diverse public preferences and ethical nuances to ensure successful public health outcomes.

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