How satisfied are patients with nursing care and why? A comprehensive study based on social media and opinion mining

Date

2024-01-04

Advisors

Journal Title

Journal ISSN

ISSN

1753-8157
1753-8165

Volume Title

Publisher

Taylor and Francis

Type

Article

Peer reviewed

Yes

Abstract

To assess the overall experience of a patient in a hospital, many factors must be analyzed; nonetheless, one of the key aspects is the performance of nurses as they closely interact with patients on many occasions. Nurses carry out many tasks that could be assessed to understand the patient’s satisfaction and consequently, the effectiveness of the offered services. To assess their performance, traditionally, expensive, and time-consuming methods such as questionnaires and interviews have been used; nevertheless, the development of social networks has allowed the patients to convey their opinions in a free and public manner. For that reason, in this study, a comprehensive analysis has been performed based on patients’ opinions collected from a feedback platform for health and care services, to discover the topics about nurses the patients are more interested in. To do so, a topic modeling technique has been proposed. After this, sentiment analysis has been applied to classify the topics as satisfactory or unsatisfactory. Finally, the results have been compared with what the patients think about doctors. The results highlight what topics are most relevant to assess the patient satisfaction and to what extent. The results remark that the opinion about nurses is, in general, more positive than about doctors.

Description

The file attached to this record is the author's final peer reviewed version. The Publisher's final version can be found by following the DOI link.

Keywords

Citation

Serrano-Guerrero, J., Bani-Doumi, M., Chiclana, F., Romero, F.P. and Olivas, J.A. (2024) How satisfied are patients with nursing care and why? A comprehensive study based on social media and opinion mining, Informatics for Health and Social Care,

Rights

Attribution-NonCommercial-NoDerivs 2.0 UK: England & Wales
http://creativecommons.org/licenses/by-nc-nd/2.0/uk/

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