ML Anthology

Viewpoint: Hybrid Intelligence Supports Application Development for Diabetes Lifestyle Management

Bernd Dudzik, Jasper van der Waa, Pei-Yu Chen, Roel Dobbe, Inago M. D. R. de Troya, Roos M. Bakker, Maaike H. T. de Boer, Quirine T. S. Smit, Davide Dell'Anna, Emre Erdogan, Pinar Yolum, Shihan Wang, Selene Baez Santamaría, Lea Krause, Bart A. Kamphorst
JAIR 2024 pp. 919-929
doi:10.1613/JAIR.1.15916 /jair/2024/dudzik2024jair-viewpoint/

Abstract

Type II diabetes is a complex health condition requiring patients to closely and continuously collaborate with healthcare professionals and other caretakers on lifestyle changes. While intelligent products have tremendous potential to support such Diabetes Lifestyle Management (DLM), existing products are typically conceived from a technology-centered perspective that insufficiently acknowledges the degree to which collaboration and inclusion of stakeholders is required. In this article, we argue that the emergent design philosophy of Hybrid Intelligence (HI) forms a suitable alternative lens for research and development. In particular, we (1) highlight a series of pragmatic challenges for effective AI-based DLM support based on results from an expert focus group, and (2) argue for HI’s potential to address these by outlining relevant research trajectories.

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Cite

Text

Dudzik et al. "Viewpoint: Hybrid Intelligence Supports Application Development for Diabetes Lifestyle Management." Journal of Artificial Intelligence Research, 2024. doi:10.1613/JAIR.1.15916

Markdown

[Dudzik et al. "Viewpoint: Hybrid Intelligence Supports Application Development for Diabetes Lifestyle Management." Journal of Artificial Intelligence Research, 2024.](https://mlanthology.org/jair/2024/dudzik2024jair-viewpoint/) doi:10.1613/JAIR.1.15916

BibTeX

@article{dudzik2024jair-viewpoint,
  title     = {{Viewpoint: Hybrid Intelligence Supports Application Development for Diabetes Lifestyle Management}},
  author    = {Dudzik, Bernd and van der Waa, Jasper and Chen, Pei-Yu and Dobbe, Roel and de Troya, Inago M. D. R. and Bakker, Roos M. and de Boer, Maaike H. T. and Smit, Quirine T. S. and Dell'Anna, Davide and Erdogan, Emre and Yolum, Pinar and Wang, Shihan and Santamaría, Selene Baez and Krause, Lea and Kamphorst, Bart A.},
  journal   = {Journal of Artificial Intelligence Research},
  year      = {2024},
  pages     = {919-929},
  doi       = {10.1613/JAIR.1.15916},
  volume    = {80},
  url       = {https://mlanthology.org/jair/2024/dudzik2024jair-viewpoint/}
}