Harnessing innovation and process mining: tackling non-adherence to medical treatments

Addressing patients with non-adherence to prescribed dosing regimens is a critical challenge in healthcare, with profound consequences for patients, providers, and health systems. Research shows that more than half of individuals with chronic conditions fail to adhere consistently to their prescribed medication therapy. This widespread non-adherence imposes significant financial burdens, including increased hospitalizations, higher healthcare utilization, and inflated treatment costs. Additionally, it contributes to disease progression, complications, and elevated rates of morbidity and mortality, diminishing patients’ quality of life and increasing societal healthcare expenses. To confront this issue, electronic technologies offer promising solutions to enhance medication adherence. Tools such as automated reminders, mobile applications, smart pill dispensers, and wearable devices help patients adhere to proper timing and dosage of their medications. These technologies can improve adherence by providing real-time feedback and support, addressing common barriers such as forgetfulness or misunderstanding of dosing instructions. However, sustainable and scalable improvements require more than technological innovation; they demand sophisticated analytical methods to optimize the design and deployment of these tools. Process Mining techniques provide a powerful framework for this purpose. By analyzing healthcare event logs, Process Mining enables the identification of patterns and bottlenecks in medication use and adherence behaviors. These insights allow healthcare providers to implement data-driven interventions tailored to individual patient needs and systemic inefficiencies. When integrated with electronic adherence technologies, Process Mining can help healthcare systems refine medication management strategies, ultimately improving adherence rates, enhancing clinical outcomes, and reducing costs. This synergistic approach represents a critical step toward addressing the complex, multifaceted problem of medication non-adherence and fostering a more patient-centered healthcare system.

Authors

Publication Details

Journal
Caderno Pedagógico
Published
2024-12-20
DOI
https://doi.org/10.54033/cadpedv21n13-521
Primary Topic
Medication Adherence and Compliance
Type
article
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article

Harnessing innovation and process mining: tackling non-adherence to medical treatments

M. Ito, António César Galhardi, Vinícius de Oliveira Querência
Caderno Pedagógico
Medication Adherence and Compliance
article

Harnessing innovation and process mining: tackling non-adherence to medical treatments

M. Ito, António César Galhardi, Vinícius de Oliveira Querência
article en

Abstract

Addressing patients with non-adherence to prescribed dosing regimens is a critical challenge in healthcare, with profound consequences for patients, providers, and health systems. Research shows that more than half of individuals with chronic conditions fail to adhere consistently to their prescribed medication therapy. This widespread non-adherence imposes significant financial burdens, including increased hospitalizations, higher healthcare utilization, and inflated treatment costs. Additionally, it contributes to disease progression, complications, and elevated rates of morbidity and mortality, diminishing patients’ quality of life and increasing societal healthcare expenses. To confront this issue, electronic technologies offer promising solutions to enhance medication adherence. Tools such as automated reminders, mobile applications, smart pill dispensers, and wearable devices help patients adhere to proper timing and dosage of their medications. These technologies can improve adherence by providing real-time feedback and support, addressing common barriers such as forgetfulness or misunderstanding of dosing instructions. However, sustainable and scalable improvements require more than technological innovation; they demand sophisticated analytical methods to optimize the design and deployment of these tools. Process Mining techniques provide a powerful framework for this purpose. By analyzing healthcare event logs, Process Mining enables the identification of patterns and bottlenecks in medication use and adherence behaviors. These insights allow healthcare providers to implement data-driven interventions tailored to individual patient needs and systemic inefficiencies. When integrated with electronic adherence technologies, Process Mining can help healthcare systems refine medication management strategies, ultimately improving adherence rates, enhancing clinical outcomes, and reducing costs. This synergistic approach represents a critical step toward addressing the complex, multifaceted problem of medication non-adherence and fostering a more patient-centered healthcare system.

Caderno PedagógicoVol. 21(13)
Openalex Percentile: Top 69%
Medication Adherence and Compliance
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