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Articles Published Processes
7/1/2024 1:38:23 PM | Browse: 48 | Download: 226
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Received |
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2024-04-27 10:32 |
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Peer-Review Started |
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2024-04-27 10:32 |
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To Make the First Decision |
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Return for Revision |
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2024-05-16 01:44 |
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Revised |
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2024-05-27 04:52 |
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Second Decision |
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2024-06-17 02:47 |
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Accepted by Journal Editor-in-Chief |
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Accepted by Executive Editor-in-Chief |
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2024-06-17 09:08 |
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Articles in Press |
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2024-06-17 09:08 |
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Publication Fee Transferred |
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2024-06-20 05:20 |
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Edit the Manuscript by Language Editor |
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Typeset the Manuscript |
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2024-06-28 06:54 |
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Publish the Manuscript Online |
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2024-07-01 13:38 |
ISSN |
2307-8960 (online) |
Open Access |
This article is an open-access article that was selected by an in-house editor and fully peer-reviewed by external reviewers. It is distributed in accordance with the Creative Commons Attribution NonCommercial (CC BY-NC 4.0) license, which permits others to distribute, remix, adapt, build upon this work non-commercially, and license their derivative works on different terms, provided the original work is properly cited and the use is non-commercial. See: https://creativecommons.org/Licenses/by-nc/4.0/ |
Copyright |
The Author(s) 2024. Published by Baishideng Publishing Group Inc. All rights reserved. |
Article Reprints |
For details, please visit: http://www.wjgnet.com/bpg/gerinfo/247
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Permissions |
For details, please visit: http://www.wjgnet.com/bpg/gerinfo/207
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Publisher |
Baishideng Publishing Group Inc, 7041 Koll Center Parkway, Suite 160, Pleasanton, CA 94566, USA |
Website |
http://www.wjgnet.com |
Category |
Psychology, Clinical |
Manuscript Type |
Clinical and Translational Research |
Article Title |
Predicting depression in patients with heart failure based on a stacking model
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Manuscript Source |
Unsolicited Manuscript |
All Author List |
Hui Jiang, Rui Hu, Yu-Jie Wang and Xiang Xie |
ORCID |
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Funding Agency and Grant Number |
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Corresponding Author |
Xiang Xie, Doctor, Chief Physician, Department of Ultrasound Diagnosis, The second Hospital of Anhui Medical University, NO. 678 Furong Road, Shushan District, Hefei 230601, Anhui Province, China. sonographer@126.com |
Key Words |
National health and nutrition examination survey; Depression; Heart failure; Stacking ensemble model; Machine learning |
Core Tip |
In this study, we utilized easily accessible demographic data and laboratory indicators to construct a stacking ensemble model for predicting depression in heart failure patients. We then compared the performance of this stacking model with that of a single machine learning (ML) model and discovered that the stacking model outperformed the single ML model. |
Publish Date |
2024-07-01 13:38 |
Citation |
<p>Jiang H, Hu R, Wang YJ, Xie X. Predicting depression in patients with heart failure based on a stacking model. <i>World J Clin Cases</i> 2024; 12(21): 4661-4672</p> |
URL |
https://www.wjgnet.com/2307-8960/full/v12/i21/4661.htm |
DOI |
https://dx.doi.org/10.12998/wjcc.v12.i21.4661 |
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