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Prediction of postoperative visual acuity after vitrectomy for macular hole using deep learning-based artificial intelligence.
http://hdl.handle.net/10422/00013107
http://hdl.handle.net/10422/00013107eec08398-58de-48d6-9433-96fcbf36c12f
Item type | 学術雑誌論文 / Journal Article(1) | |||||
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公開日 | 2021-10-27 | |||||
タイトル | ||||||
タイトル | Prediction of postoperative visual acuity after vitrectomy for macular hole using deep learning-based artificial intelligence. | |||||
言語 | ||||||
言語 | eng | |||||
キーワード | ||||||
言語 | en | |||||
主題Scheme | Other | |||||
主題 | Artificial intelligence | |||||
キーワード | ||||||
言語 | en | |||||
主題Scheme | Other | |||||
主題 | Deep learning | |||||
キーワード | ||||||
言語 | en | |||||
主題Scheme | Other | |||||
主題 | Macular hole | |||||
キーワード | ||||||
言語 | en | |||||
主題Scheme | Other | |||||
主題 | Visual acuity | |||||
キーワード | ||||||
言語 | en | |||||
主題Scheme | Other | |||||
主題 | Prediction | |||||
資源タイプ | ||||||
資源タイプ識別子 | http://purl.org/coar/resource_type/c_6501 | |||||
資源タイプ | journal article | |||||
アクセス権 | ||||||
アクセス権 | metadata only access | |||||
アクセス権URI | http://purl.org/coar/access_right/c_14cb | |||||
著者 |
OBATA, Shumpei
× OBATA, Shumpei× ICHIYAMA, Yusuke× KAKINOKI, Masashi× SAWADA, Osamu× SAISHIN, Yoshitsugu× ITO, Taku× TOMIOKA, Mari× OHJI, Masahito |
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著者別名 |
小幡, 峻平
× 小幡, 峻平× 一山, 悠介× 柿木, 雅志× 澤田, 修× 西信, 良嗣× 伊藤, 拓× 冨岡, 真里× 大路, 正人 |
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抄録 | ||||||
内容記述タイプ | Abstract | |||||
内容記述 | Purpose: To create a model for prediction of postoperative visual acuity (VA) after vitrectomy for macular hole (MH) treatment using preoperative optical coherence tomography (OCT) images, using deep learning (DL)-based artificial intelligence. |
|||||
抄録 | ||||||
内容記述タイプ | Abstract | |||||
内容記述 | Methods: This was a retrospective single-center study. We evaluated 259 eyes that underwent vitrectomy for MHs. We divided the eyes into four groups, based on their 6-month postoperative Snellen VA values: (A) ≥ 20/20; (B) 20/25-20/32; (C) 20/32-20/63; and (D) ≤ 20/100. Training data were randomly selected, comprising 20 eyes in each group. Test data were also randomly selected, comprising 52 total eyes in the same proportions as those of each group in the total database. Preoperative OCT images with corresponding postoperative VA values were used to train the original DL network. The final prediction of postoperative VA was subjected to regression analysis based on inferences made with DL network output. We created a model for predicting postoperative VA from preoperative VA, MH size, and age using multivariate linear regression. Precision values were determined, and correlation coefficients between predicted and actual postoperative VA values were calculated in two models. |
|||||
抄録 | ||||||
内容記述タイプ | Abstract | |||||
内容記述 | Results: The DL and multivariate models had precision values of 46% and 40%, respectively. The predicted postoperative VA values on the basis of DL and on preoperative VA and MH size were correlated with actual postoperative VA at 6 months postoperatively (P < .0001 and P < .0001, r = .62 and r = .55, respectively). |
|||||
抄録 | ||||||
内容記述タイプ | Abstract | |||||
内容記述 | Conclusion: Postoperative VA after MH treatment could be predicted via DL using preoperative OCT images with greater accuracy than multivariate linear regression using preoperative VA, MH size, and age. |
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書誌情報 |
en : Graefe's Archive for Clinical and Experimental Ophthalmology 発行日 2021-10-12 |
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出版者 | ||||||
出版者 | Springer Nature | |||||
ISSN | ||||||
収録物識別子タイプ | ISSN | |||||
収録物識別子 | 0721-832X | |||||
PMID | ||||||
識別子タイプ | PMID | |||||
関連識別子 | 34636995 | |||||
DOI | ||||||
識別子タイプ | DOI | |||||
関連識別子 | https://doi.org/10.1007/s00417-021-05427-2 | |||||
関連名称 | 10.1007/s00417-021-05427-2 | |||||
権利 | ||||||
権利情報 | © 2021. The Author(s), under exclusive licence to Springer-Verlag GmbH Germany, part of Springer Nature. | |||||
資源タイプ | ||||||
内容記述タイプ | Other | |||||
内容記述 | Journal Article |