在南非公立医院实施人工智能:概念框架

Q3 Business, Management and Accounting
Sanele E. Nene, L. Hewitt
{"title":"在南非公立医院实施人工智能:概念框架","authors":"Sanele E. Nene, L. Hewitt","doi":"10.4102/ac.v23i1.1173","DOIUrl":null,"url":null,"abstract":"Orientation: Artificial intelligence (AI) is stimulating the generation of knowledge and innovations in healthcare by making machines smart through algorithms to nurture learning and improve resilience in global health systems. Despite these potential benefits, operations managers in a South African public hospital continue to favour manual systems over existing AI technologies within their units.Research purpose: The purpose of this study was to develop a conceptual framework to facilitate the implementation of AI in a public hospital in South Africa.Motivation for the study: A gap was identified, highlighting the need for a conceptual framework that facilitates the successful implementation of AI in a public hospital. The aim is to ensure that operational managers fully embrace the benefits of AI, thereby improving the healthcare system.Research design, approach and method: A qualitative, exploratory, descriptive and contextual research design with a phenomenological research approach was adopted. Five phases were followed to develop a conceptual framework. Twelve individual interviews and two focus group interviews were conducted to collect data. Thematic data analysis was applied to extract and identify significant themes.Main findings: Three themes were identified: positive experiences related to AI, management and leadership processes in AI facilitation and challenges related to AI. These themes served as the foundation for the development of a conceptual framework.Practical/managerial implications: There is ambivalence in embracing AI in the units of this public hospital, and it will be addressed by this conceptual framework.Contribution/value-add: The proposed conceptual framework is designed to enable the operational managers in facilitating the implementation of AI in a public hospital setting. It serves as a valuable resource to promote the integration of AI technology in healthcare operations.","PeriodicalId":55663,"journal":{"name":"Acta Commercii","volume":"25 22","pages":""},"PeriodicalIF":0.0000,"publicationDate":"2023-12-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Implementing artificial intelligence in South African public hospitals: A conceptual framework\",\"authors\":\"Sanele E. Nene, L. Hewitt\",\"doi\":\"10.4102/ac.v23i1.1173\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Orientation: Artificial intelligence (AI) is stimulating the generation of knowledge and innovations in healthcare by making machines smart through algorithms to nurture learning and improve resilience in global health systems. Despite these potential benefits, operations managers in a South African public hospital continue to favour manual systems over existing AI technologies within their units.Research purpose: The purpose of this study was to develop a conceptual framework to facilitate the implementation of AI in a public hospital in South Africa.Motivation for the study: A gap was identified, highlighting the need for a conceptual framework that facilitates the successful implementation of AI in a public hospital. The aim is to ensure that operational managers fully embrace the benefits of AI, thereby improving the healthcare system.Research design, approach and method: A qualitative, exploratory, descriptive and contextual research design with a phenomenological research approach was adopted. Five phases were followed to develop a conceptual framework. Twelve individual interviews and two focus group interviews were conducted to collect data. Thematic data analysis was applied to extract and identify significant themes.Main findings: Three themes were identified: positive experiences related to AI, management and leadership processes in AI facilitation and challenges related to AI. These themes served as the foundation for the development of a conceptual framework.Practical/managerial implications: There is ambivalence in embracing AI in the units of this public hospital, and it will be addressed by this conceptual framework.Contribution/value-add: The proposed conceptual framework is designed to enable the operational managers in facilitating the implementation of AI in a public hospital setting. It serves as a valuable resource to promote the integration of AI technology in healthcare operations.\",\"PeriodicalId\":55663,\"journal\":{\"name\":\"Acta Commercii\",\"volume\":\"25 22\",\"pages\":\"\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2023-12-14\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Acta Commercii\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.4102/ac.v23i1.1173\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q3\",\"JCRName\":\"Business, Management and Accounting\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Acta Commercii","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.4102/ac.v23i1.1173","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q3","JCRName":"Business, Management and Accounting","Score":null,"Total":0}
引用次数: 0

摘要

方向:人工智能(AI)通过算法使机器变得聪明,从而促进全球医疗系统的学习并提高复原力,从而推动医疗保健领域的知识创造和创新。研究目的:本研究的目的是制定一个概念框架,以促进人工智能在南非一家公立医院的实施:研究动机:研究发现了一个空白点,即需要一个概念框架来促进人工智能在公立医院的成功实施。研究的目的是确保业务管理人员完全接受人工智能的好处,从而改善医疗保健系统:研究采用了定性、探索、描述性和情境研究设计,以及现象学研究方法。研究分为五个阶段,以制定概念框架。为收集数据,进行了 12 次个人访谈和两次焦点小组访谈。对数据进行了主题分析,以提取并确定重要主题:确定了三个主题:与人工智能有关的积极经验、促进人工智能的管理和领导过程以及与人工智能有关的挑战。这些主题是制定概念框架的基础:这家公立医院的各部门在接受人工智能方面存在矛盾,这一概念框架将解决这一问题:建议的概念框架旨在帮助业务管理人员在公立医院环境中促进人工智能的实施。它是促进将人工智能技术融入医疗运营的宝贵资源。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Implementing artificial intelligence in South African public hospitals: A conceptual framework
Orientation: Artificial intelligence (AI) is stimulating the generation of knowledge and innovations in healthcare by making machines smart through algorithms to nurture learning and improve resilience in global health systems. Despite these potential benefits, operations managers in a South African public hospital continue to favour manual systems over existing AI technologies within their units.Research purpose: The purpose of this study was to develop a conceptual framework to facilitate the implementation of AI in a public hospital in South Africa.Motivation for the study: A gap was identified, highlighting the need for a conceptual framework that facilitates the successful implementation of AI in a public hospital. The aim is to ensure that operational managers fully embrace the benefits of AI, thereby improving the healthcare system.Research design, approach and method: A qualitative, exploratory, descriptive and contextual research design with a phenomenological research approach was adopted. Five phases were followed to develop a conceptual framework. Twelve individual interviews and two focus group interviews were conducted to collect data. Thematic data analysis was applied to extract and identify significant themes.Main findings: Three themes were identified: positive experiences related to AI, management and leadership processes in AI facilitation and challenges related to AI. These themes served as the foundation for the development of a conceptual framework.Practical/managerial implications: There is ambivalence in embracing AI in the units of this public hospital, and it will be addressed by this conceptual framework.Contribution/value-add: The proposed conceptual framework is designed to enable the operational managers in facilitating the implementation of AI in a public hospital setting. It serves as a valuable resource to promote the integration of AI technology in healthcare operations.
求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
Acta Commercii
Acta Commercii Business, Management and Accounting-Business, Management and Accounting (miscellaneous)
CiteScore
1.20
自引率
0.00%
发文量
16
审稿时长
30 weeks
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信