• Reference Citation Analysis
  • v
  • v
  • Find an Article
Find an Article PDF (5080989)   Today's Articles (1088)
For: Cellini P, Pigoni A, Delvecchio G, Moltrasio C, Brambilla P. Machine learning in the prediction of postpartum depression: A review. J Affect Disord 2022;309:350-357. [PMID: 35460742 DOI: 10.1016/j.jad.2022.04.093] [Citation(s) in RCA: 18] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/09/2021] [Revised: 03/29/2022] [Accepted: 04/13/2022] [Indexed: 02/06/2023]
Number Cited by Other Article(s)
1
Chen H, Wang D, Shen J, Guo B, Song C, Ma D, Wu Y, Liu G, Chen G, Ni Y, Kong T, Wang F. Predicting peripartum depression using elastic net regression and machine learning: the role of remnant cholesterol. BMC Pregnancy Childbirth 2025;25:544. [PMID: 40340559 PMCID: PMC12060319 DOI: 10.1186/s12884-025-07656-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/01/2024] [Accepted: 04/25/2025] [Indexed: 05/10/2025]  Open
2
Wang G, Bennamoun H, Kwok WH, Quimbayo JPO, Kelly B, Ratajczak T, Marriott R, Walker R, Kotz J. Investigating Protective and Risk Factors and Predictive Insights for Aboriginal Perinatal Mental Health: Explainable Artificial Intelligence Approach. J Med Internet Res 2025;27:e68030. [PMID: 40306634 PMCID: PMC12079063 DOI: 10.2196/68030] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/26/2024] [Revised: 02/16/2025] [Accepted: 03/05/2025] [Indexed: 05/02/2025]  Open
3
Kim H. Predictive Analysis of Postpartum Depression Using Machine Learning. Healthcare (Basel) 2025;13:897. [PMID: 40281846 PMCID: PMC12026879 DOI: 10.3390/healthcare13080897] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/15/2025] [Revised: 03/22/2025] [Accepted: 04/10/2025] [Indexed: 04/29/2025]  Open
4
Qi W, Wang Y, Wang Y, Huang S, Li C, Jin H, Zuo J, Cui X, Wei Z, Guo Q, Hu J. Prediction of postpartum depression in women: development and validation of multiple machine learning models. J Transl Med 2025;23:291. [PMID: 40055720 PMCID: PMC11887113 DOI: 10.1186/s12967-025-06289-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/18/2024] [Accepted: 02/23/2025] [Indexed: 05/13/2025]  Open
5
Matsumura K, Hamazaki K, Kasamatsu H, Tsuchida A, Inadera H. Decision tree learning for predicting chronic postpartum depression in the Japan Environment and Children's Study. J Affect Disord 2025;369:643-652. [PMID: 39389121 DOI: 10.1016/j.jad.2024.10.034] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/12/2024] [Revised: 10/06/2024] [Accepted: 10/07/2024] [Indexed: 10/12/2024]
6
Krishnamurti T, Rodriguez S, Wilder B, Gopalan P, Simhan HN. Predicting first time depression onset in pregnancy: applying machine learning methods to patient-reported data. Arch Womens Ment Health 2024;27:1019-1031. [PMID: 38775822 PMCID: PMC11579171 DOI: 10.1007/s00737-024-01474-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/09/2023] [Accepted: 05/10/2024] [Indexed: 11/21/2024]
7
Nielsen AM, Stika CS, Wisner KL. The pathophysiology of estrogen in perinatal depression: conceptual update. Arch Womens Ment Health 2024;27:887-897. [PMID: 39096394 DOI: 10.1007/s00737-024-01494-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/24/2023] [Accepted: 07/07/2024] [Indexed: 08/05/2024]
8
Dahan O, Zibenberg A, Goldberg A. Birthing consciousness and the flow experience during physiological childbirth. Midwifery 2024;138:104151. [PMID: 39173536 DOI: 10.1016/j.midw.2024.104151] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/19/2024] [Revised: 07/29/2024] [Accepted: 08/18/2024] [Indexed: 08/24/2024]
9
Allen K, Rodriguez S, Hayani L, Rothenberger S, Moses-Kolko E, Simhan HN, Krishnamurti T. Digital phenotyping of depression during pregnancy using self-report data. J Affect Disord 2024;364:231-239. [PMID: 39137834 PMCID: PMC11569620 DOI: 10.1016/j.jad.2024.08.029] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/14/2024] [Revised: 06/26/2024] [Accepted: 08/09/2024] [Indexed: 08/15/2024]
10
Yoo A, Li F, Youn J, Guan J, Guyer AE, Hostinar CE, Tagkopoulos I. Prediction of adolescent depression from prenatal and childhood data from ALSPAC using machine learning. Sci Rep 2024;14:23282. [PMID: 39375420 PMCID: PMC11458604 DOI: 10.1038/s41598-024-72158-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/09/2023] [Accepted: 09/04/2024] [Indexed: 10/09/2024]  Open
11
Garbazza C, Mangili F, D'Onofrio TA, Malpetti D, Riccardi S, Cicolin A, D'Agostino A, Cirignotta F, Manconi M. A machine learning model to predict the risk of perinatal depression: Psychosocial and sleep-related factors in the Life-ON study cohort. Psychiatry Res 2024;337:115957. [PMID: 38788556 DOI: 10.1016/j.psychres.2024.115957] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/22/2023] [Revised: 05/06/2024] [Accepted: 05/09/2024] [Indexed: 05/26/2024]
12
Zhou X, Cai F, Li S, Li G, Zhang C, Xie J, Yang Y. Machine learning techniques for prediction in pregnancy complicated by autoimmune rheumatic diseases: Applications and challenges. Int Immunopharmacol 2024;134:112238. [PMID: 38735259 DOI: 10.1016/j.intimp.2024.112238] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/05/2024] [Revised: 05/01/2024] [Accepted: 05/08/2024] [Indexed: 05/14/2024]
13
Sadjadpour F, Hosseinichimeh N, Abedi V, Soghier LM. Comparative analysis of machine learning versus traditional method for early detection of parental depression symptoms in the NICU. Front Public Health 2024;12:1380034. [PMID: 38864019 PMCID: PMC11165039 DOI: 10.3389/fpubh.2024.1380034] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/31/2024] [Accepted: 05/06/2024] [Indexed: 06/13/2024]  Open
14
Yun M, Jeon M, Yang H. A novel machine learning-based prediction method for patients at risk of developing depressive symptoms using a small data. PLoS One 2024;19:e0303889. [PMID: 38776333 PMCID: PMC11111038 DOI: 10.1371/journal.pone.0303889] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/30/2023] [Accepted: 05/03/2024] [Indexed: 05/24/2024]  Open
15
Lilhore UK, Dalal S, Varshney N, Sharma YK, Rao KBVB, Rao VVRM, Alroobaea R, Simaiya S, Margala M, Chakrabarti P. Prevalence and risk factors analysis of postpartum depression at early stage using hybrid deep learning model. Sci Rep 2024;14:4533. [PMID: 38402249 PMCID: PMC10894236 DOI: 10.1038/s41598-024-54927-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/01/2023] [Accepted: 02/18/2024] [Indexed: 02/26/2024]  Open
16
Hanai A, Ishikawa T, Sugao S, Fujii M, Hirai K, Watanabe H, Matsuzaki M, Nakamoto G, Takeda T, Kitabatake Y, Itoh Y, Endo M, Kimura T, Kawakami E. Explainable Machine Learning Classification to Identify Vulnerable Groups Among Parenting Mothers: Web-Based Cross-Sectional Questionnaire Study. JMIR Form Res 2024;8:e47372. [PMID: 38324356 PMCID: PMC10882468 DOI: 10.2196/47372] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/17/2023] [Revised: 12/20/2023] [Accepted: 12/21/2023] [Indexed: 02/08/2024]  Open
17
Hall SV, Zivin K, Piatt GA, Weaver A, Tilea A, Zhang X, Moyer CA. Racial Disparities in Diagnosis of Postpartum Mood and Anxiety Disorders Among Symptomatic Medicaid Enrollees, 2012-2015. Psychiatr Serv 2024;75:115-123. [PMID: 37752825 DOI: 10.1176/appi.ps.20230094] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 09/28/2023]
18
D'Agostino A, Garbazza C, Malpetti D, Azzimonti L, Mangili F, Stein HC, Del Giudice R, Cicolin A, Cirignotta F, Manconi M. Optimal risk and diagnosis assessment strategies in perinatal depression: A machine learning approach from the life-ON study cohort. Psychiatry Res 2024;332:115687. [PMID: 38157709 DOI: 10.1016/j.psychres.2023.115687] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/17/2023] [Revised: 12/15/2023] [Accepted: 12/20/2023] [Indexed: 01/03/2024]
19
Turchioe MR, Hermann A, Benda NC. Recentering responsible and explainable artificial intelligence research on patients: implications in perinatal psychiatry. Front Psychiatry 2024;14:1321265. [PMID: 38304402 PMCID: PMC10832054 DOI: 10.3389/fpsyt.2023.1321265] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/13/2023] [Accepted: 12/27/2023] [Indexed: 02/03/2024]  Open
20
Chen YM, Chen PC, Lin WC, Hung KC, Chen YCB, Hung CF, Wang LJ, Wu CN, Hsu CW, Kao HY. Predicting new-onset post-stroke depression from real-world data using machine learning algorithm. Front Psychiatry 2023;14:1195586. [PMID: 37404713 PMCID: PMC10315461 DOI: 10.3389/fpsyt.2023.1195586] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/28/2023] [Accepted: 05/29/2023] [Indexed: 07/06/2023]  Open
21
Liu H, Dai A, Zhou Z, Xu X, Gao K, Li Q, Xu S, Feng Y, Chen C, Ge C, Lu Y, Zou J, Wang S. An optimization for postpartum depression risk assessment and preventive intervention strategy based machine learning approaches. J Affect Disord 2023;328:163-174. [PMID: 36758872 DOI: 10.1016/j.jad.2023.02.028] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/21/2022] [Revised: 02/02/2023] [Accepted: 02/04/2023] [Indexed: 02/10/2023]
22
Mangin-Heimos KS, Strube M, Taylor K, Galbraith K, O’Brien E, Rogers C, Lee CK, Ortinau C. Trajectories of Maternal and Paternal Psychological Distress After Fetal Diagnosis of Moderate-Severe Congenital Heart Disease. J Pediatr Psychol 2023;48:305-316. [PMID: 35976135 PMCID: PMC10118854 DOI: 10.1093/jpepsy/jsac067] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/06/2021] [Revised: 07/18/2022] [Accepted: 07/23/2022] [Indexed: 11/13/2022]  Open
23
Application of machine learning in predicting the risk of postpartum depression: A systematic review. J Affect Disord 2022;318:364-379. [PMID: 36055532 DOI: 10.1016/j.jad.2022.08.070] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/25/2022] [Revised: 08/08/2022] [Accepted: 08/22/2022] [Indexed: 11/20/2022]
24
Zhu J, Jin J, Tang J. Inflammatory pathophysiological mechanisms implicated in postpartum depression. Front Pharmacol 2022;13:955672. [PMID: 36408212 PMCID: PMC9669749 DOI: 10.3389/fphar.2022.955672] [Citation(s) in RCA: 16] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/29/2022] [Accepted: 10/24/2022] [Indexed: 09/10/2023]  Open
25
Postpartum Depression-Identifying Risk and Access to Intervention. Curr Psychiatry Rep 2022;24:889-896. [PMID: 36422834 PMCID: PMC9702784 DOI: 10.1007/s11920-022-01392-7] [Citation(s) in RCA: 28] [Impact Index Per Article: 9.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 10/28/2022] [Indexed: 11/27/2022]
PrevPage 1 of 1 1Next
© 2004-2025 Baishideng Publishing Group Inc. All rights reserved. 7041 Koll Center Parkway, Suite 160, Pleasanton, CA 94566, USA