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Artificial Intelligence applied to care (I): Origin and general concepts.

Reyes Grangel1, María Victoria Ibáñez Gual2, Amelia Simó Vidal2

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Summary

Artificial Intelligence (AI) offers valuable tools for healthcare, including predictive techniques for nursing care. Understanding these AI methods is crucial for building trust and improving patient outcomes.

Keywords:
AlgorithmsAlgoritmosArtificial IntelligenceDecision makingEnfermeríaInteligencia ArtificialNursingToma de decisiones

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Area of Science:

  • Healthcare Informatics
  • Artificial Intelligence Applications
  • Nursing Science

Background:

  • The rise of Artificial Intelligence (AI), particularly Generative AI like ChatGPT, has increased its presence in professional settings.
  • AI encompasses a broad range of techniques beyond generative models, including those vital for data analysis and decision support in healthcare.
  • Ensuring transparency and explainability in AI predictive models is essential for healthcare professionals to trust and adopt these technologies.

Purpose of the Study:

  • To provide a comprehensive overview of predictive Artificial Intelligence techniques applicable to the nursing care process.
  • To illustrate these techniques with practical healthcare examples for better understanding by nursing professionals.
  • To discuss the limitations and future prospects of AI in nursing care.

Main Methods:

  • Exploration of data-centric AI methods: Machine Learning, Deep Neural Networks, and Generative Artificial Intelligence.
  • Description of process-centric AI techniques: Predictive Process Monitoring.
  • Inclusion of practical healthcare-based examples for each technique.

Main Results:

  • Summary of key predictive AI techniques relevant to nursing care.
  • Demonstration of how Machine Learning, Deep Neural Networks, Generative AI, and Predictive Process Monitoring can be applied in healthcare settings.
  • Identification of the advantages and disadvantages of these AI approaches.

Conclusions:

  • Predictive AI techniques offer significant potential to enhance the nursing care process.
  • Increased understanding and transparency of AI methods are vital for their successful integration into clinical practice.
  • Further research and development are needed to address the limitations and fully realize the prospects of AI in nursing.