Contribution of PCA/K-means methods to the mixed assessment of patient safety culture. Issue 2 (5th March 2021)
- Record Type:
- Journal Article
- Title:
- Contribution of PCA/K-means methods to the mixed assessment of patient safety culture. Issue 2 (5th March 2021)
- Main Title:
- Contribution of PCA/K-means methods to the mixed assessment of patient safety culture
- Authors:
- Fourar, Youcef Oussama
Djebabra, Mebarek
Benhassine, Wissal
Boubaker, Leila - Abstract:
- Abstract : Purpose: The assessment of patient safety culture (PSC) is a major priority for healthcare providers. It is often realized using quantitative approaches (questionnaires) separately from qualitative ones (patient safety culture maturity model (PSCMM)). These approaches suffer from certain major limits. Therefore, the aim of the present study is to overcome these limits and to propose a novel approach to PSC assessment. Design/methodology/approach: The proposed approach consists of evaluating PSC in a set of healthcare establishments (HEs) using the HSOPSC questionnaire. After that, principal component analysis (PCA) and K-means algorithm were applied on PSC dimensional scores in order to aggregate them into macro dimensions. The latter were used to overcome the limits of PSC dimensional assessment and to propose a quantitative PSCMM. Findings: PSC dimensions are grouped into three macro dimensions. Their capitalization permits their association with safety actors related to PSC promotion. Consequently, a quantitative PSC maturity matrix was proposed. Problematic PSC dimensions for the studied HEs are "Non-punitive response to error", "Staffing", "Communication openness". Their PSC maturity level was found underdeveloped due to a managerial style that favors a "blame culture". Originality/value: A combined quali-quantitative assessment framework for PSC was proposed in the present study as recommended by a number of researchers but, to the best of our knowledge, fewAbstract : Purpose: The assessment of patient safety culture (PSC) is a major priority for healthcare providers. It is often realized using quantitative approaches (questionnaires) separately from qualitative ones (patient safety culture maturity model (PSCMM)). These approaches suffer from certain major limits. Therefore, the aim of the present study is to overcome these limits and to propose a novel approach to PSC assessment. Design/methodology/approach: The proposed approach consists of evaluating PSC in a set of healthcare establishments (HEs) using the HSOPSC questionnaire. After that, principal component analysis (PCA) and K-means algorithm were applied on PSC dimensional scores in order to aggregate them into macro dimensions. The latter were used to overcome the limits of PSC dimensional assessment and to propose a quantitative PSCMM. Findings: PSC dimensions are grouped into three macro dimensions. Their capitalization permits their association with safety actors related to PSC promotion. Consequently, a quantitative PSC maturity matrix was proposed. Problematic PSC dimensions for the studied HEs are "Non-punitive response to error", "Staffing", "Communication openness". Their PSC maturity level was found underdeveloped due to a managerial style that favors a "blame culture". Originality/value: A combined quali-quantitative assessment framework for PSC was proposed in the present study as recommended by a number of researchers but, to the best of our knowledge, few or no studies were devoted to it. The results can be projected for improvement and accreditation purposes, where different PSC stakeholders can be implicated as suggested by international standards. … (more)
- Is Part Of:
- International journal of health governance. Volume 26:Issue 2(2021)
- Journal:
- International journal of health governance
- Issue:
- Volume 26:Issue 2(2021)
- Issue Display:
- Volume 26, Issue 2 (2021)
- Year:
- 2021
- Volume:
- 26
- Issue:
- 2
- Issue Sort Value:
- 2021-0026-0002-0000
- Page Start:
- 150
- Page End:
- 164
- Publication Date:
- 2021-03-05
- Subjects:
- Patient safety culture -- PCA -- Macro dimensions -- HSOPSC questionnaire -- Maturity model
Medical care -- Quality control -- Periodicals
Medical care -- Evaluation -- Periodicals
Outcome assessment (Medical care) -- Periodicals
Medical care -- Finance -- Periodicals
362.1068 - Journal URLs:
- http://www.emeraldinsight.com/loi/ijhg ↗
http://www.emeraldinsight.com/ ↗ - DOI:
- 10.1108/IJHG-05-2020-0052 ↗
- Languages:
- English
- ISSNs:
- 2059-4631
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 22852.xml