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AI Implementation Science for Social Issues: Pitfalls and Tips
The social implementation of knowledge and technologies that are effective in epidemiological and observational studies is essential for solving social issues. In particular, there have been few attempts to implement clinical practices and information communication technologies that utilize data in...
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Japan Epidemiological Association
2022
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8918616/ https://www.ncbi.nlm.nih.gov/pubmed/35095090 http://dx.doi.org/10.2188/jea.JE20210278 |
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author | Takaoka, Kota |
author_facet | Takaoka, Kota |
author_sort | Takaoka, Kota |
collection | PubMed |
description | The social implementation of knowledge and technologies that are effective in epidemiological and observational studies is essential for solving social issues. In particular, there have been few attempts to implement clinical practices and information communication technologies that utilize data in the field. We describe the four stages of social implementation: 1) redefining social issues as solvable problems, 2) finding technological solutions to solvable problems, 3) social implementation contributing to the solutions, and 4) horizontal deployment of effective methods for solving social issues. Introducing a use case of artificial intelligence (AI) social implementation in child-abuse response conducted by our team, we discuss pitfalls and tips as a frame of reference to demonstrate data utilization as social infrastructure for solving social issues and to consider practical solutions in a logical manner. |
format | Online Article Text |
id | pubmed-8918616 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Japan Epidemiological Association |
record_format | MEDLINE/PubMed |
spelling | pubmed-89186162022-04-05 AI Implementation Science for Social Issues: Pitfalls and Tips Takaoka, Kota J Epidemiol Special Article The social implementation of knowledge and technologies that are effective in epidemiological and observational studies is essential for solving social issues. In particular, there have been few attempts to implement clinical practices and information communication technologies that utilize data in the field. We describe the four stages of social implementation: 1) redefining social issues as solvable problems, 2) finding technological solutions to solvable problems, 3) social implementation contributing to the solutions, and 4) horizontal deployment of effective methods for solving social issues. Introducing a use case of artificial intelligence (AI) social implementation in child-abuse response conducted by our team, we discuss pitfalls and tips as a frame of reference to demonstrate data utilization as social infrastructure for solving social issues and to consider practical solutions in a logical manner. Japan Epidemiological Association 2022-04-05 /pmc/articles/PMC8918616/ /pubmed/35095090 http://dx.doi.org/10.2188/jea.JE20210278 Text en © 2022 Kota Takaoka. https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Special Article Takaoka, Kota AI Implementation Science for Social Issues: Pitfalls and Tips |
title | AI Implementation Science for Social Issues: Pitfalls and Tips |
title_full | AI Implementation Science for Social Issues: Pitfalls and Tips |
title_fullStr | AI Implementation Science for Social Issues: Pitfalls and Tips |
title_full_unstemmed | AI Implementation Science for Social Issues: Pitfalls and Tips |
title_short | AI Implementation Science for Social Issues: Pitfalls and Tips |
title_sort | ai implementation science for social issues: pitfalls and tips |
topic | Special Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8918616/ https://www.ncbi.nlm.nih.gov/pubmed/35095090 http://dx.doi.org/10.2188/jea.JE20210278 |
work_keys_str_mv | AT takaokakota aiimplementationscienceforsocialissuespitfallsandtips |