The dynamic impacts of online healthcare community on physician altruism: A Hidden Markov Model
Physician altruism is not only a key foundation of modern medical professionalism, but also a critical component in the theoretical health economics study. There is considerable interest in understanding the impacts of contemporary healthcare technology on physician altruism. In this paper, we inves...
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sg-smu-ink.sis_research-56922020-01-09T07:20:58Z The dynamic impacts of online healthcare community on physician altruism: A Hidden Markov Model LUO, Kai WANG, Qiu-hong TEO, Hock Hai Physician altruism is not only a key foundation of modern medical professionalism, but also a critical component in the theoretical health economics study. There is considerable interest in understanding the impacts of contemporary healthcare technology on physician altruism. In this paper, we investigate the dynamic influence of multiple incentive mechanisms developed by an online healthcare community (OHC) on physician altruism. We model physician altruism as the degree of tendency to benefit the patients at the cost of oneself and focus on the incentive mechanisms that give physicians social and economic returns. The dynamics of physician altruism is characterized via a Hidden Markov Model (HMM) that allows the effects of incentive mechanisms to change across individuals and over time. Our findings are among the initial efforts to understanding the nature of physician altruism and the mechanism through which it can be influenced. Implications for community owners and policy makers are discussed. 2019-12-01T08:00:00Z text application/pdf https://ink.library.smu.edu.sg/sis_research/4689 https://ink.library.smu.edu.sg/context/sis_research/article/5692/viewcontent/ICIS2019_Altruism.pdf http://creativecommons.org/licenses/by-nc-nd/4.0/ Research Collection School Of Computing and Information Systems eng Institutional Knowledge at Singapore Management University Physician Altruism Online Healthcare Community Hidden Markov Model Databases and Information Systems Medical Sciences |
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Physician Altruism Online Healthcare Community Hidden Markov Model Databases and Information Systems Medical Sciences LUO, Kai WANG, Qiu-hong TEO, Hock Hai The dynamic impacts of online healthcare community on physician altruism: A Hidden Markov Model |
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Physician altruism is not only a key foundation of modern medical professionalism, but also a critical component in the theoretical health economics study. There is considerable interest in understanding the impacts of contemporary healthcare technology on physician altruism. In this paper, we investigate the dynamic influence of multiple incentive mechanisms developed by an online healthcare community (OHC) on physician altruism. We model physician altruism as the degree of tendency to benefit the patients at the cost of oneself and focus on the incentive mechanisms that give physicians social and economic returns. The dynamics of physician altruism is characterized via a Hidden Markov Model (HMM) that allows the effects of incentive mechanisms to change across individuals and over time. Our findings are among the initial efforts to understanding the nature of physician altruism and the mechanism through which it can be influenced. Implications for community owners and policy makers are discussed. |
format |
text |
author |
LUO, Kai WANG, Qiu-hong TEO, Hock Hai |
author_facet |
LUO, Kai WANG, Qiu-hong TEO, Hock Hai |
author_sort |
LUO, Kai |
title |
The dynamic impacts of online healthcare community on physician altruism: A Hidden Markov Model |
title_short |
The dynamic impacts of online healthcare community on physician altruism: A Hidden Markov Model |
title_full |
The dynamic impacts of online healthcare community on physician altruism: A Hidden Markov Model |
title_fullStr |
The dynamic impacts of online healthcare community on physician altruism: A Hidden Markov Model |
title_full_unstemmed |
The dynamic impacts of online healthcare community on physician altruism: A Hidden Markov Model |
title_sort |
dynamic impacts of online healthcare community on physician altruism: a hidden markov model |
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Institutional Knowledge at Singapore Management University |
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2019 |
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https://ink.library.smu.edu.sg/sis_research/4689 https://ink.library.smu.edu.sg/context/sis_research/article/5692/viewcontent/ICIS2019_Altruism.pdf |
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