Predicting postoperative visual acuity in epiretinal membrane patients and visualization of the contribution of explanatory variables in a machine learning model

Akiko Irie-Ota; Yoshitsugu Matsui; Koki Imai; Yoko Mase; Keiichiro Konno; Taku Sasaki; Shinichiro Chujo; Hisashi Matsubara; Hiroharu Kawanaka; Mineo Kondo

doi:10.1371/journal.pone.0304281

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Open Access

Peer-reviewed

Research Article

Predicting postoperative visual acuity in epiretinal membrane patients and visualization of the contribution of explanatory variables in a machine learning model

Akiko Irie-Ota ,

Contributed equally to this work with: Akiko Irie-Ota, Yoshitsugu Matsui, Koki Imai

Roles Conceptualization, Writing – original draft

* E-mail: aota.april@gmail.com

Affiliation Department of Ophthalmology, Mie University Graduate School of Medicine, Tsu, Mie, Japan

https://orcid.org/0009-0004-9807-4899

⨯
Yoshitsugu Matsui ,

Contributed equally to this work with: Akiko Irie-Ota, Yoshitsugu Matsui, Koki Imai

Roles Conceptualization, Data curation, Supervision, Writing – review & editing

Affiliation Department of Ophthalmology, Mie University Graduate School of Medicine, Tsu, Mie, Japan
⨯
Koki Imai ,

Contributed equally to this work with: Akiko Irie-Ota, Yoshitsugu Matsui, Koki Imai

Roles Formal analysis, Software

Affiliation Department of Electrical and Electronic Engineering, Mie University, Tsu, Mie, Japan
⨯
Yoko Mase,

Roles Conceptualization, Writing – review & editing

Affiliation Department of Ophthalmology, Mie University Graduate School of Medicine, Tsu, Mie, Japan
⨯
Keiichiro Konno,

Roles Data curation

Affiliation Department of Ophthalmology, Mie University Graduate School of Medicine, Tsu, Mie, Japan
⨯
Taku Sasaki,

Roles Data curation

Affiliation Department of Ophthalmology, Mie University Graduate School of Medicine, Tsu, Mie, Japan
⨯
Shinichiro Chujo,

Roles Conceptualization, Data curation

Affiliation Department of Ophthalmology, Mie University Graduate School of Medicine, Tsu, Mie, Japan
⨯
Hisashi Matsubara,

Roles Data curation

Affiliation Department of Ophthalmology, Mie University Graduate School of Medicine, Tsu, Mie, Japan
⨯
Hiroharu Kawanaka,

Roles Supervision

Affiliation Department of Electrical and Electronic Engineering, Mie University, Tsu, Mie, Japan
⨯
Mineo Kondo

Roles Supervision, Writing – review & editing

Affiliation Department of Ophthalmology, Mie University Graduate School of Medicine, Tsu, Mie, Japan
⨯

Predicting postoperative visual acuity in epiretinal membrane patients and visualization of the contribution of explanatory variables in a machine learning model

Akiko Irie-Ota,
Yoshitsugu Matsui,
Koki Imai,
Yoko Mase,
Keiichiro Konno,
Taku Sasaki,
Shinichiro Chujo,
Hisashi Matsubara,
Hiroharu Kawanaka,
Mineo Kondo

Published: July 22, 2024
https://doi.org/10.1371/journal.pone.0304281

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