Monitoring and Follow-Up of Patients on Vitamin K Antagonist Oral Anticoagulant Therapy Using Artificial Intelligence: The AIto-Control Project

<b>Background</b>: Vitamin K antagonist oral anticoagulant (VKA) therapy, using warfarin or acenocoumarol in our health system, is indicated, according to clinical guidelines, for the prophylaxis of thromboembolic events. In Málaga, the VKA patient management program currently includes a total of 856 patients. <b>Hypothesis</b>: The use of an AI-based application can enhance treatment adherence among VKA patients participating in self-monitoring and self-management programs. Furthermore, it can support the comprehensive implementation of the system, leading to reduced costs and fewer interventions for anticoagulated patients. <b>Methods</b>: The study will be conducted in several phases. The first phase involves the development of the application and the integration of Artificial Intelligence (AI) and Machine Learning (ML) algorithms. The second phase includes preliminary testing and validation of the developed application. The third phase consists of full implementation, along with an assessment of user-identified needs and potential quality improvements. <b>Expected Results</b>: The implementation of the <i>AIto-Control</i> app is expected to reduce healthcare-related costs by decreasing primary care visits and hospital admissions due to thromboembolic or bleeding events. Additionally, it aims to ease the workload on both primary care and hospital services. These outcomes will be achieved through the involvement of advanced practice nurses who will supervise app-based monitoring and patient education.

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Publication Details

Journal
Journal of Clinical Medicine
Published
2025-10-12
DOI
https://doi.org/10.3390/jcm14207191
Primary Topic
Atrial Fibrillation Management and Outcomes
Type
article
Field-Weighted Citation Impact
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article

Monitoring and Follow-Up of Patients on Vitamin K Antagonist Oral Anticoagulant Therapy Using Artificial Intelligence: The AIto-Control Project

Juan Camilo Gómez-Salgado, Adolfo Romero-Arana, Adolfo Romero Ruiz, Elena Arroyo-Bello et al.
Journal of Clinical Medicine
Atrial Fibrillation Management and Outcomes
article

Monitoring and Follow-Up of Patients on Vitamin K Antagonist Oral Anticoagulant Therapy Using Artificial Intelligence: The AIto-Control Project

Juan Camilo Gómez-Salgado, Adolfo Romero-Arana, Adolfo Romero Ruiz, Elena Arroyo-Bello, Nerea Romero-Sibajas
article en

Abstract

<b>Background</b>: Vitamin K antagonist oral anticoagulant (VKA) therapy, using warfarin or acenocoumarol in our health system, is indicated, according to clinical guidelines, for the prophylaxis of thromboembolic events. In Málaga, the VKA patient management program currently includes a total of 856 patients. <b>Hypothesis</b>: The use of an AI-based application can enhance treatment adherence among VKA patients participating in self-monitoring and self-management programs. Furthermore, it can support the comprehensive implementation of the system, leading to reduced costs and fewer interventions for anticoagulated patients. <b>Methods</b>: The study will be conducted in several phases. The first phase involves the development of the application and the integration of Artificial Intelligence (AI) and Machine Learning (ML) algorithms. The second phase includes preliminary testing and validation of the developed application. The third phase consists of full implementation, along with an assessment of user-identified needs and potential quality improvements. <b>Expected Results</b>: The implementation of the <i>AIto-Control</i> app is expected to reduce healthcare-related costs by decreasing primary care visits and hospital admissions due to thromboembolic or bleeding events. Additionally, it aims to ease the workload on both primary care and hospital services. These outcomes will be achieved through the involvement of advanced practice nurses who will supervise app-based monitoring and patient education.

Journal of Clinical MedicineVol. 14(20)
Hospital Universitario La Paz (ES), Universidad Espíritu Santo (EC), Hospital Universitario Fundación Jiménez Díaz (ES), Andalusian Centre for Nanomedicine and Biotechnology (ES), Hospital Clínico Universitario Virgen de la Victoria (ES), Universidad Autónoma de Madrid (ES), Universidad de Huelva (ES), Universidad de Málaga (ES)
Openalex Percentile: Top 56%
Atrial Fibrillation Management and Outcomes
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