Ineffective Efforts in ICU Assisted Ventilation: Feature Extraction and Analysis Platform

Abstract : Intensive Care Unit (ICU) is a challenging environment, requiring continuous monitoring and treatment adaptations, raising the need for tools and platforms to support medical decisions. In this context, the focus of this work is in supporting clinicians in managing assisted ventilation intervention (AVI). In AVI the need for patient-ventilator coupling exists. Attention may be required in cases when patient’s effort doesn’t trigger the ventilator at all, and the assisted ventilation event is lost, i.e. when an ineffective effort (IE) event takes place. A high exposure to IEs has been related to adverse clinical outcomes. The purpose of this work is to create new features that complement the already existing IE index in terms of estimating the adverse effects of ventilation exposure. A series of tools varying from raw data handling to the creation of predictive models are created and implemented in a custom platform, utilizing open-source software.
Type de document :
Communication dans un congrès
Lazaros Iliadis; Ilias Maglogiannis. 12th IFIP International Conference on Artificial Intelligence Applications and Innovations (AIAI), Sep 2016, Thessaloniki, Greece. IFIP Advances in Information and Communication Technology, AICT-475, pp.642-650, 2016, Artificial Intelligence Applications and Innovations. 〈10.1007/978-3-319-44944-9_57〉
Liste complète des métadonnées

https://hal.inria.fr/hal-01557617
Contributeur : Hal Ifip <>
Soumis le : jeudi 6 juillet 2017 - 13:55:18
Dernière modification le : vendredi 1 décembre 2017 - 01:16:26
Document(s) archivé(s) le : mercredi 24 janvier 2018 - 03:09:40

Fichier

 Accès restreint
Fichier visible le : 2019-01-01

Connectez-vous pour demander l'accès au fichier

Licence


Distributed under a Creative Commons Paternité 4.0 International License

Identifiants

Citation

Achilleas Chytas, Katerina Vaporidi, Dimitris Babalis, Dimitris Georgopoulos, Nicos Maglaveras, et al.. Ineffective Efforts in ICU Assisted Ventilation: Feature Extraction and Analysis Platform. Lazaros Iliadis; Ilias Maglogiannis. 12th IFIP International Conference on Artificial Intelligence Applications and Innovations (AIAI), Sep 2016, Thessaloniki, Greece. IFIP Advances in Information and Communication Technology, AICT-475, pp.642-650, 2016, Artificial Intelligence Applications and Innovations. 〈10.1007/978-3-319-44944-9_57〉. 〈hal-01557617〉

Partager

Métriques

Consultations de la notice

45