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Decision Tree Algorithm-Based Prediction of Vulnerability to Depressive and Anxiety Symptoms in Caregivers of Children With Glaucoma
DC Field | Value | Language |
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dc.contributor.author | Wy, Seoyoung | - |
dc.contributor.author | Choe, Sooyeon | - |
dc.contributor.author | Lee, Yun Jeong | - |
dc.contributor.author | Bak, Eunoo | - |
dc.contributor.author | Jang, Mirinae | - |
dc.contributor.author | Lee, Seung Chan | - |
dc.contributor.author | Ha, Ahnul | - |
dc.contributor.author | Jeoung, Jin Wook | - |
dc.contributor.author | Park, Ki Ho | - |
dc.contributor.author | Kim, Young Kook | - |
dc.date.accessioned | 2022-09-29T03:18:03Z | - |
dc.date.available | 2022-09-29T03:18:03Z | - |
dc.date.created | 2022-07-12 | - |
dc.date.issued | 2022-07 | - |
dc.identifier.citation | American Journal of Ophthalmology, Vol.239, pp.90-97 | - |
dc.identifier.issn | 0002-9394 | - |
dc.identifier.uri | https://hdl.handle.net/10371/184616 | - |
dc.description.abstract | PURPOSE: Development and validation of a decision tree model (DTM) for prediction of mental health status in Korean caregivers of children with glaucoma. DESIGN: Cross-sectional study. METHODS: Caregivers of children younger than 18 years with diagnosed primary childhood glaucoma (n = 42), secondary childhood glaucoma (n = 51), and glaucoma suspect (GS; n = 36) were prospectively enrolled at Seoul National University Children's Hospital, Seoul, Korea. The participants completed 2 questionnaires, the 9-item Patient Health Questionnaire (PHQ-9) and the 7-item Generalized Anxiety Disorder (GAD-7) Assessment. A DTM analysis for discrimination of those with moderate-to-severe depressive (PHQ-9 score >= 10) and anxiety (GAD-7 score >= 11) symptoms was performed with recursive partitioning algorithms based on the obtained clinical, demographic, and socioeconomic data. RESULTS: The mean PHQ-9 and GAD-7 scores did not significantly differ among the 3 groups ( P = .823 for PHQ-9 score; P = .730 for GAD-7 score). The DTM's balanced accuracies were 0.875 (95% CI = 0.778-0.972) for the PHQ-9 score and 0.880 (95% CI = 0.800-0.960) for theGAD-7 score. The DTM of the PHQ-9 revealed that in caregivers of children with glaucoma, depressive symptoms should be strongly suspected when (1) the child has undergone more than 2 glaucoma surgeries; or (2) the visual acuity (VA, converted to logarithm of minimum angle of resolution [log -MAR]) in the better eye is worse than 0.4 if the child has had only 1 or no surgery. CONCLUSIONS: Evaluation of the number of glaucoma surgeries and VA in the better eye can be a useful decision support tool in predicting mental illness in caregivers of children with glaucoma. ((C) 2022 Elsevier Inc. All rights reserved.) | - |
dc.language | 영어 | - |
dc.publisher | Elsevier BV | - |
dc.title | Decision Tree Algorithm-Based Prediction of Vulnerability to Depressive and Anxiety Symptoms in Caregivers of Children With Glaucoma | - |
dc.type | Article | - |
dc.identifier.doi | 10.1016/j.ajo.2022.01.025 | - |
dc.citation.journaltitle | American Journal of Ophthalmology | - |
dc.identifier.wosid | 000806243000009 | - |
dc.identifier.scopusid | 2-s2.0-85127925992 | - |
dc.citation.endpage | 97 | - |
dc.citation.startpage | 90 | - |
dc.citation.volume | 239 | - |
dc.description.isOpenAccess | N | - |
dc.contributor.affiliatedAuthor | Kim, Young Kook | - |
dc.type.docType | Article | - |
dc.description.journalClass | 1 | - |
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