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Developing a Data-Driven Approach in Order to Improve the Safety and Quality of Patient Care

Objective: To improve the safety and quality of patient care in hospitals by shaping clinical pathways throughout the patient journey. Study Setting: A risk model designed for healthcare organizations in the context of the challenges arising from comorbidity and other treatment-related complexities....

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Autores principales: Cascini, Fidelia, Santaroni, Federico, Lanzetti, Riccardo, Failla, Giovanna, Gentili, Andrea, Ricciardi, Walter
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8175645/
https://www.ncbi.nlm.nih.gov/pubmed/34095071
http://dx.doi.org/10.3389/fpubh.2021.667819
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author Cascini, Fidelia
Santaroni, Federico
Lanzetti, Riccardo
Failla, Giovanna
Gentili, Andrea
Ricciardi, Walter
author_facet Cascini, Fidelia
Santaroni, Federico
Lanzetti, Riccardo
Failla, Giovanna
Gentili, Andrea
Ricciardi, Walter
author_sort Cascini, Fidelia
collection PubMed
description Objective: To improve the safety and quality of patient care in hospitals by shaping clinical pathways throughout the patient journey. Study Setting: A risk model designed for healthcare organizations in the context of the challenges arising from comorbidity and other treatment-related complexities. Study Design: The core of the model is the patient and his intra-hospital journey, which is analyzed using a data-driven approach. The structure of a predictive model to support organizational and clinical decision-making activities is explained. Data relating to each step of the intra-hospital journey (from hospital admission to discharge) are extracted from clinical records. Principal Findings: The proposed approach is feasible and can be used effectively to improve safety and quality. It enables the evaluation of clinical risks at each step of the patient journey. Conclusion: Based on data from real cases, the model can record and calculate, over time, variables and behaviors that affect the safety and quality of healthcare organizations. This provides a greater understanding of healthcare processes and their complexity which can, in turn, advance research relating to clinical pathways and improve strategies adopted by organizations.
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spelling pubmed-81756452021-06-05 Developing a Data-Driven Approach in Order to Improve the Safety and Quality of Patient Care Cascini, Fidelia Santaroni, Federico Lanzetti, Riccardo Failla, Giovanna Gentili, Andrea Ricciardi, Walter Front Public Health Public Health Objective: To improve the safety and quality of patient care in hospitals by shaping clinical pathways throughout the patient journey. Study Setting: A risk model designed for healthcare organizations in the context of the challenges arising from comorbidity and other treatment-related complexities. Study Design: The core of the model is the patient and his intra-hospital journey, which is analyzed using a data-driven approach. The structure of a predictive model to support organizational and clinical decision-making activities is explained. Data relating to each step of the intra-hospital journey (from hospital admission to discharge) are extracted from clinical records. Principal Findings: The proposed approach is feasible and can be used effectively to improve safety and quality. It enables the evaluation of clinical risks at each step of the patient journey. Conclusion: Based on data from real cases, the model can record and calculate, over time, variables and behaviors that affect the safety and quality of healthcare organizations. This provides a greater understanding of healthcare processes and their complexity which can, in turn, advance research relating to clinical pathways and improve strategies adopted by organizations. Frontiers Media S.A. 2021-05-21 /pmc/articles/PMC8175645/ /pubmed/34095071 http://dx.doi.org/10.3389/fpubh.2021.667819 Text en Copyright © 2021 Cascini, Santaroni, Lanzetti, Failla, Gentili and Ricciardi. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
spellingShingle Public Health
Cascini, Fidelia
Santaroni, Federico
Lanzetti, Riccardo
Failla, Giovanna
Gentili, Andrea
Ricciardi, Walter
Developing a Data-Driven Approach in Order to Improve the Safety and Quality of Patient Care
title Developing a Data-Driven Approach in Order to Improve the Safety and Quality of Patient Care
title_full Developing a Data-Driven Approach in Order to Improve the Safety and Quality of Patient Care
title_fullStr Developing a Data-Driven Approach in Order to Improve the Safety and Quality of Patient Care
title_full_unstemmed Developing a Data-Driven Approach in Order to Improve the Safety and Quality of Patient Care
title_short Developing a Data-Driven Approach in Order to Improve the Safety and Quality of Patient Care
title_sort developing a data-driven approach in order to improve the safety and quality of patient care
topic Public Health
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8175645/
https://www.ncbi.nlm.nih.gov/pubmed/34095071
http://dx.doi.org/10.3389/fpubh.2021.667819
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