2021 Fiscal Year Annual Research Report
From Reports to Knowledge for Patient Safety Improvement through Advancements in Artificial Intelligence
| Project/Area Number |
18H03336
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| Research Institution | St. Luke's International University |
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Principal Investigator |
ウォン スイー 聖路加国際大学, 専門職大学院公衆衛生学研究科(公衆衛生大学院), 准教授 (70791599)
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| Co-Investigator(Kenkyū-buntansha) |
林 邦好 聖路加国際大学, 専門職大学院公衆衛生学研究科(公衆衛生大学院), 講師 (00793217)
笹野 遼平 名古屋大学, 情報学研究科, 准教授 (70603918)
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| Project Period (FY) |
2018-04-01 – 2022-03-31
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| Keywords | WHO Patient Safety / Artificial Intelligence / Incident reports / NLP / NER / adverse drug events / deep learning (DL) |
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| Outline of Annual Research Achievements |
At the final year of the study period, our team has successfully completed all the proposed research tasks according to predefined schedule. Specifically, we have developed and validated annotation guidelines for medication errors' incident reports, and made annotation training materials available for further use. In terms of AI modeling tasks, we have developed and evaluated various rule-based and deep learning models (including BiLSTM, BERT, GPT-3) for incident reports' NER automatic labeling. Furthermore, we have launched the prototype AI-empowered incident report system on AWS server (accessible through https://med-incident-report.link/). In this reporting year, we have also published our findings to various reputable international conferences (including Medinfo 2021) and achieved more journal publication, such as.
-Wong ZS, Rigby M. Identifying and addressing digital health risks associated with emergency pandemic response: Problem identification, scoping review, and directions toward evidence-based evaluation. International journal of medical informatics. 2022;157:104639.
Our AI patient safety research also gained local and international attentions. For instance, Dr Shin Ushiro continued to communicate our ongoing project outcomes as an example project at WHO Policy Makers’ Forum Feb 23rd-24th 2022. He presented our research on application of AI for analysis of adverse event on medication therapy in the global presentations. Furthermore, the research outcome is planned to communicate at other future global events.
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| Research Progress Status |
令和3年度が最終年度であるため、記入しない。
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| Strategy for Future Research Activity |
令和3年度が最終年度であるため、記入しない。
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Research Products
(5 results)
