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2021 | OriginalPaper | Buchkapitel

MitPlan 2.0: Enhanced Support for Multi-morbid Patient Management Using Planning

verfasst von : Martin Michalowski, Malvika Rao, Szymon Wilk, Wojtek Michalowski, Marc Carrier

Erschienen in: Artificial Intelligence in Medicine

Verlag: Springer International Publishing

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Abstract

The complexity of patient care is growing due to an ageing population. As chronic illnesses become more common, the incidence of multi-morbidity increases. Generating disease management plans for multi-morbid patients requires the integration of multiple evidence-based interventions, represented as clinical practice guidelines (CPGs), that are designed to treat a single condition. Our previous work developed a mitigation framework called MitPlan that represented the generation of treatment as a planning problem. The framework used the Planning Domain Definition Language (PDDL) to represent clinical and patient information needed to identify and mitigate adverse interactions resulting from the concurrent application of multiple CPGs for a given patient encounter. In this paper we describe MitPlan 2.0 that supports shared decision-making by identifying a treatment plan optimized according to patient preferences, treatment cost, or perceived patient’s adherence to medication. It mitigates adverse interactions using planning constructs, eliminating the need for procedural handling of adverse interactions and as such provides flexible and comprehensive decision support at the point of care. We demonstrate MitPlan 2.0’s extended capabilities using synthetic scenarios approximating real-world clinical use cases and demonstrate its new capabilities within the context of atrial fibrillation.

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Literatur
1.
Zurück zum Zitat Goud, R., et al.: The effect of computerized decision support on barriers to guideline implementation: a qualitative study in outpatient cardiac rehabilitation. Int. J. Med. Inform. 79(6), 430–437 (2010) Goud, R., et al.: The effect of computerized decision support on barriers to guideline implementation: a qualitative study in outpatient cardiac rehabilitation. Int. J. Med. Inform. 79(6), 430–437 (2010)
2.
Zurück zum Zitat Peleg, M.: Computer-interpretable clinical guidelines: a methodological review. J. Biomed. Inform. 46(4), 744–763 (2013) Peleg, M.: Computer-interpretable clinical guidelines: a methodological review. J. Biomed. Inform. 46(4), 744–763 (2013)
3.
Zurück zum Zitat Michalowski, M., Wilk, S., Michalowski, W., Carrier, M.: MitPlan: a planning approach to mitigating concurrently applied clinical practice guidelines. Artif. Intell. Med. 112, 102002 (2021) Michalowski, M., Wilk, S., Michalowski, W., Carrier, M.: MitPlan: a planning approach to mitigating concurrently applied clinical practice guidelines. Artif. Intell. Med. 112, 102002 (2021)
4.
Zurück zum Zitat Sutton, R.T., Pincock, D., Baumgart, D.C., et al.: An overview of clinical decision support systems: benefits, risks, and strategies for success. npj Digit. Med. 3, 17 (2020) Sutton, R.T., Pincock, D., Baumgart, D.C., et al.: An overview of clinical decision support systems: benefits, risks, and strategies for success. npj Digit. Med. 3, 17 (2020)
5.
Zurück zum Zitat Raparelli, V., Proietti, M., Cangemi, R., Lip, G.Y., Lane, D.A., Basili, S.: Adherence to oral anticoagulant therapy in patients with atrial fibrillation. Focus on non-vitamin K antagonist oral anticoagulants. Thromb. Haemost. 117(2), 209–218 (2017) Raparelli, V., Proietti, M., Cangemi, R., Lip, G.Y., Lane, D.A., Basili, S.: Adherence to oral anticoagulant therapy in patients with atrial fibrillation. Focus on non-vitamin K antagonist oral anticoagulants. Thromb. Haemost. 117(2), 209–218 (2017)
8.
Zurück zum Zitat Jafarpour, B., Abidi, S.R., Woensel, W.V., Abidi, S.S.R.: Execution-time integration of clinical practice guidelines to provide decision support for comorbid conditions. Artif. Intell. Med. 94, 117–137 (2019) Jafarpour, B., Abidi, S.R., Woensel, W.V., Abidi, S.S.R.: Execution-time integration of clinical practice guidelines to provide decision support for comorbid conditions. Artif. Intell. Med. 94, 117–137 (2019)
9.
Zurück zum Zitat Fdez-Olivares, J., Onaindia, E., Castillo, L., Jordan, J., Cozar, J.: Personalized conciliation of clinical guidelines for comorbid patients through multi-agent planning. In: Proceedings of Artificial Intelligence in Medicine (AIME 2019), pp. 167–186 (2019) Fdez-Olivares, J., Onaindia, E., Castillo, L., Jordan, J., Cozar, J.: Personalized conciliation of clinical guidelines for comorbid patients through multi-agent planning. In: Proceedings of Artificial Intelligence in Medicine (AIME 2019), pp. 167–186 (2019)
10.
Zurück zum Zitat Kogan, A., Peleg, M., Tu, S.W., Allon, R., Khaitov, N., Hochberg, I.: Towards a goal-oriented methodology for clinical-guideline-based management recommendations for patients with multimorbidity: GoCom and its preliminary evaluation. J. Biomed. Inform., 112, 103587 (2020) Kogan, A., Peleg, M., Tu, S.W., Allon, R., Khaitov, N., Hochberg, I.: Towards a goal-oriented methodology for clinical-guideline-based management recommendations for patients with multimorbidity: GoCom and its preliminary evaluation. J. Biomed. Inform., 112, 103587 (2020)
Metadaten
Titel
MitPlan 2.0: Enhanced Support for Multi-morbid Patient Management Using Planning
verfasst von
Martin Michalowski
Malvika Rao
Szymon Wilk
Wojtek Michalowski
Marc Carrier
Copyright-Jahr
2021
DOI
https://doi.org/10.1007/978-3-030-77211-6_31

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