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For: Lee C, Yoon J, Schaar MVD. Dynamic-DeepHit: A Deep Learning Approach for Dynamic Survival Analysis With Competing Risks Based on Longitudinal Data. IEEE Trans Biomed Eng 2019;67:122-133. [PMID: 30951460 DOI: 10.1109/tbme.2019.2909027] [Citation(s) in RCA: 72] [Impact Index Per Article: 14.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Number Cited by Other Article(s)
1
Alter DA, Austin PC, Rosenfeld A. The Dynamic Nature of the Socioeconomic Determinants of Cardiovascular Health: A Narrative Review. Can J Cardiol 2024;40:989-999. [PMID: 38309464 DOI: 10.1016/j.cjca.2024.01.029] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/15/2023] [Revised: 01/08/2024] [Accepted: 01/14/2024] [Indexed: 02/05/2024]  Open
2
Wu Q, Dai J. Enhanced osteoporotic fracture prediction in postmenopausal women using Bayesian optimization of machine learning models with genetic risk score. J Bone Miner Res 2024;39:462-472. [PMID: 38477741 DOI: 10.1093/jbmr/zjae025] [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: 05/31/2023] [Revised: 01/10/2024] [Accepted: 01/12/2024] [Indexed: 03/14/2024]
3
Farhat H, Makhlouf A, Gangaram P, Aifa KE, Khenissi MC, Howland I, Abid C, Jones A, Howard I, Castle N, Al Shaikh L, Khadhraoui M, Gargouri I, Laughton J, Alinier G. Exploring factors influencing time from dispatch to unit availability according to the transport decision in the pre-hospital setting: an exploratory study. BMC Emerg Med 2024;24:77. [PMID: 38684980 PMCID: PMC11057082 DOI: 10.1186/s12873-024-00992-1] [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: 01/17/2024] [Accepted: 04/19/2024] [Indexed: 05/02/2024]  Open
4
Ling Y, Liu Z, Xue JH. Survival Analysis of High-Dimensional Data With Graph Convolutional Networks and Geometric Graphs. IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS 2024;35:4876-4886. [PMID: 35862325 DOI: 10.1109/tnnls.2022.3190321] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/15/2023]
5
Li Z, Lan L, Zhou Y, Li R, Chavin KD, Xu H, Li L, Shih DJH, Jim Zheng W. Developing deep learning-based strategies to predict the risk of hepatocellular carcinoma among patients with nonalcoholic fatty liver disease from electronic health records. J Biomed Inform 2024;152:104626. [PMID: 38521180 DOI: 10.1016/j.jbi.2024.104626] [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: 11/20/2023] [Revised: 02/23/2024] [Accepted: 03/20/2024] [Indexed: 03/25/2024]
6
Rizopoulos D, Taylor JMG. Optimizing dynamic predictions from joint models using super learning. Stat Med 2024;43:1315-1328. [PMID: 38270062 DOI: 10.1002/sim.10010] [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: 09/20/2023] [Revised: 11/30/2023] [Accepted: 12/29/2023] [Indexed: 01/26/2024]
7
Butner JD, Dogra P, Chung C, Koay EJ, Welsh JW, Hong DS, Cristini V, Wang Z. Hybridizing mechanistic mathematical modeling with deep learning methods to predict individual cancer patient survival after immune checkpoint inhibitor therapy. RESEARCH SQUARE 2024:rs.3.rs-4151883. [PMID: 38586046 PMCID: PMC10996814 DOI: 10.21203/rs.3.rs-4151883/v1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 04/09/2024]
8
Lee JO, Ahn SS, Choi KS, Lee J, Jang J, Park JH, Hwang I, Park CK, Park SH, Chung JW, Choi SH. Added prognostic value of 3D deep learning-derived features from preoperative MRI for adult-type diffuse gliomas. Neuro Oncol 2024;26:571-580. [PMID: 37855826 PMCID: PMC10912011 DOI: 10.1093/neuonc/noad202] [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: 07/26/2023] [Indexed: 10/20/2023]  Open
9
Sun Y, Hu S, Li X, Wu Y. Development and Application of a Novel Machine Learning Model Predicting Pancreatic Cancer-Specific Mortality. Cureus 2024;16:e57161. [PMID: 38681451 PMCID: PMC11056009 DOI: 10.7759/cureus.57161] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 03/28/2024] [Indexed: 05/01/2024]  Open
10
Nguyen H, Vasconcellos HD, Keck K, Carr J, Launer LJ, Guallar E, Lima JAC, Ambale-Venkatesh B. Utility of multimodal longitudinal imaging data for dynamic prediction of cardiovascular and renal disease: the CARDIA study. FRONTIERS IN RADIOLOGY 2024;4:1269023. [PMID: 38476649 PMCID: PMC10927728 DOI: 10.3389/fradi.2024.1269023] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 07/28/2023] [Accepted: 02/06/2024] [Indexed: 03/14/2024]
11
Yu J, Yang X, Deng Y, Krefman AE, Pool LR, Zhao L, Mi X, Ning H, Wilkins J, Lloyd-Jones DM, Petito LC, Allen NB. Incorporating longitudinal history of risk factors into atherosclerotic cardiovascular disease risk prediction using deep learning. Sci Rep 2024;14:2554. [PMID: 38296982 PMCID: PMC10830564 DOI: 10.1038/s41598-024-51685-5] [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: 10/02/2023] [Accepted: 01/08/2024] [Indexed: 02/02/2024]  Open
12
Mahootiha M, Qadir HA, Aghayan D, Fretland ÅA, von Gohren Edwin B, Balasingham I. Deep learning-assisted survival prognosis in renal cancer: A CT scan-based personalized approach. Heliyon 2024;10:e24374. [PMID: 38298725 PMCID: PMC10828686 DOI: 10.1016/j.heliyon.2024.e24374] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/17/2023] [Revised: 12/19/2023] [Accepted: 01/08/2024] [Indexed: 02/02/2024]  Open
13
Kolk MZH, Ruipérez-Campillo S, Alvarez-Florez L, Deb B, Bekkers EJ, Allaart CP, Van Der Lingen ALCJ, Clopton P, Išgum I, Wilde AAM, Knops RE, Narayan SM, Tjong FVY. Dynamic prediction of malignant ventricular arrhythmias using neural networks in patients with an implantable cardioverter-defibrillator. EBioMedicine 2024;99:104937. [PMID: 38118401 PMCID: PMC10772563 DOI: 10.1016/j.ebiom.2023.104937] [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: 06/30/2023] [Revised: 10/20/2023] [Accepted: 12/12/2023] [Indexed: 12/22/2023]  Open
14
Infante G, Miceli R, Ambrogi F. Sample size and predictive performance of machine learning methods with survival data: A simulation study. Stat Med 2023;42:5657-5675. [PMID: 37947168 DOI: 10.1002/sim.9931] [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: 01/18/2023] [Revised: 09/11/2023] [Accepted: 09/21/2023] [Indexed: 11/12/2023]
15
Bonomi L, Lionts M, Fan L. Private Continuous Survival Analysis with Distributed Multi-Site Data. PROCEEDINGS : ... IEEE INTERNATIONAL CONFERENCE ON BIG DATA. IEEE INTERNATIONAL CONFERENCE ON BIG DATA 2023;2023:5444-5453. [PMID: 38585488 PMCID: PMC10997374 DOI: 10.1109/bigdata59044.2023.10386571] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 04/09/2024]
16
Zhang D, Luan J, Liu B, Yang A, Lv K, Hu P, Han X, Yu H, Shmuel A, Ma G, Zhang C. Comparison of MRI radiomics-based machine learning survival models in predicting prognosis of glioblastoma multiforme. Front Med (Lausanne) 2023;10:1271687. [PMID: 38098850 PMCID: PMC10720716 DOI: 10.3389/fmed.2023.1271687] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/02/2023] [Accepted: 11/15/2023] [Indexed: 12/17/2023]  Open
17
Yang K, Zhu G, Sun Y, Hu Y, Lv Y, Li Y, Pan J, Chen F, Zhou Y, Zhang J. Prognostic significance of cyclin D1 expression pattern in HPV-negative oral and oropharyngeal carcinoma: A deep-learning approach. J Oral Pathol Med 2023;52:919-929. [PMID: 37701976 DOI: 10.1111/jop.13482] [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: 03/27/2023] [Revised: 08/09/2023] [Accepted: 08/30/2023] [Indexed: 09/14/2023]
18
Stankevičiūtė K, Woillard JB, Peck RW, Marquet P, van der Schaar M. Bridging the Worlds of Pharmacometrics and Machine Learning. Clin Pharmacokinet 2023;62:1551-1565. [PMID: 37803104 DOI: 10.1007/s40262-023-01310-x] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 09/19/2023] [Indexed: 10/08/2023]
19
Yu J, Yang X, Deng Y, Krefman AE, Pool LR, Zhao L, Mi X, Ning H, Wilkins J, Lloyd-Jones DM, Petito LC, Allen NB. Incorporating longitudinal history of risk factors into atherosclerotic cardiovascular disease risk prediction using deep learning. RESEARCH SQUARE 2023:rs.3.rs-3405388. [PMID: 37886463 PMCID: PMC10602136 DOI: 10.21203/rs.3.rs-3405388/v1] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/28/2023]
20
Zhang C, Li Z, Yang Z, Huang B, Hou Y, Chen Z. A Dynamic Prediction Model Supporting Individual Life Expectancy Prediction Based on Longitudinal Time-Dependent Covariates. IEEE J Biomed Health Inform 2023;27:4623-4632. [PMID: 37471185 DOI: 10.1109/jbhi.2023.3292475] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 07/22/2023]
21
Gusev A. Germline mechanisms of immunotherapy toxicities in the era of genome-wide association studies. Immunol Rev 2023;318:138-156. [PMID: 37515388 DOI: 10.1111/imr.13253] [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: 03/14/2023] [Accepted: 06/29/2023] [Indexed: 07/30/2023]
22
Chen R, Cai N, Luo Z, Wang H, Liu X, Li J. Multi-task banded regression model: A novel individual survival analysis model for breast cancer. Comput Biol Med 2023;162:107080. [PMID: 37271111 DOI: 10.1016/j.compbiomed.2023.107080] [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: 12/21/2022] [Revised: 04/11/2023] [Accepted: 05/27/2023] [Indexed: 06/06/2023]
23
Eskofier BM, Klucken J. Predictive Models for Health Deterioration: Understanding Disease Pathways for Personalized Medicine. Annu Rev Biomed Eng 2023;25:131-156. [PMID: 36854259 DOI: 10.1146/annurev-bioeng-110220-030247] [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] [Indexed: 03/02/2023]
24
Salerno S, Li Y. High-Dimensional Survival Analysis: Methods and Applications. ANNUAL REVIEW OF STATISTICS AND ITS APPLICATION 2023;10:25-49. [PMID: 36968638 PMCID: PMC10038209 DOI: 10.1146/annurev-statistics-032921-022127] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/18/2023]
25
Deep-learning-based prognostic modeling for incident heart failure in patients with diabetes using electronic health records: A retrospective cohort study. PLoS One 2023;18:e0281878. [PMID: 36809251 PMCID: PMC9943005 DOI: 10.1371/journal.pone.0281878] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/11/2022] [Accepted: 02/02/2023] [Indexed: 02/23/2023]  Open
26
Marthin P, Tutkun NA. Recurrent neural network for complex survival problems. J STAT COMPUT SIM 2023. [DOI: 10.1080/00949655.2023.2176504] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/18/2023]
27
Oflaz Z, Yozgatligil C, Selcuk-Kestel AS. Modeling comorbidity of chronic diseases using coupled hidden Markov model with bivariate discrete copula. Stat Methods Med Res 2023;32:829-849. [PMID: 36775994 DOI: 10.1177/09622802231155100] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/14/2023]
28
Guo C, Ye Y, Yuan Y, Bao J, Mao G, Chen H, Bao J, Mao G, Chen H. Reply to Comment on: Development and Validation of a Novel Nomogram for Predicting the Occurrence of Myopia in Schoolchildren: A Prospective Cohort Study. Am J Ophthalmol 2023;246:275-276. [PMID: 36306829 DOI: 10.1016/j.ajo.2022.10.004] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/03/2022] [Accepted: 10/06/2022] [Indexed: 01/24/2023]
29
Nguyen HT, Vasconcellos HD, Keck K, Reis JP, Lewis CE, Sidney S, Lloyd-Jones DM, Schreiner PJ, Guallar E, Wu CO, Lima JA, Ambale-Venkatesh B. Multivariate longitudinal data for survival analysis of cardiovascular event prediction in young adults: insights from a comparative explainable study. BMC Med Res Methodol 2023;23:23. [PMID: 36698064 PMCID: PMC9878947 DOI: 10.1186/s12874-023-01845-4] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/19/2022] [Accepted: 01/18/2023] [Indexed: 01/26/2023]  Open
30
Li Y, Liang D, Ma S, Ma C. Spatio-temporally smoothed deep survival neural network. J Biomed Inform 2023;137:104255. [PMID: 36462600 PMCID: PMC9845179 DOI: 10.1016/j.jbi.2022.104255] [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: 10/09/2022] [Revised: 11/16/2022] [Accepted: 11/24/2022] [Indexed: 12/03/2022]
31
TERTIAN: Clinical Endpoint Prediction in ICU via Time-Aware Transformer-Based Hierarchical Attention Network. COMPUTATIONAL INTELLIGENCE AND NEUROSCIENCE 2022;2022:4207940. [PMID: 36567811 PMCID: PMC9788893 DOI: 10.1155/2022/4207940] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 05/23/2022] [Revised: 11/19/2022] [Accepted: 11/22/2022] [Indexed: 12/23/2022]
32
Hong C, Chen J, Yi F, Hao Y, Meng F, Dong Z, Lin H, Huang Z. CD-Surv: a contrastive-based model for dynamic survival analysis. Health Inf Sci Syst 2022;10:5. [PMID: 35494891 PMCID: PMC9005562 DOI: 10.1007/s13755-022-00173-z] [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: 12/19/2021] [Accepted: 03/30/2022] [Indexed: 11/26/2022]  Open
33
Chu J, Zhang Y, Huang F, Si L, Huang S, Huang Z. Disentangled representation for sequential treatment effect estimation. COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE 2022;226:107175. [PMID: 36242866 DOI: 10.1016/j.cmpb.2022.107175] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/08/2022] [Revised: 10/04/2022] [Accepted: 10/04/2022] [Indexed: 06/16/2023]
34
P D, C G. A systematic review on machine learning and deep learning techniques in cancer survival prediction. PROGRESS IN BIOPHYSICS AND MOLECULAR BIOLOGY 2022;174:62-71. [PMID: 35933043 DOI: 10.1016/j.pbiomolbio.2022.07.004] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/07/2022] [Revised: 07/13/2022] [Accepted: 07/19/2022] [Indexed: 06/15/2023]
35
Application and potential of artificial intelligence in neonatal medicine. Semin Fetal Neonatal Med 2022;27:101346. [PMID: 35473694 DOI: 10.1016/j.siny.2022.101346] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022]
36
Guo C, Ye Y, Yuan Y, Wong YL, Li X, Huang Y, Bao J, Mao G, Chen H. Development and validation of a novel nomogram for predicting the occurrence of myopia in schoolchildren: A prospective cohort study. Am J Ophthalmol 2022;242:96-106. [PMID: 35750213 DOI: 10.1016/j.ajo.2022.05.027] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/25/2021] [Revised: 03/06/2022] [Accepted: 05/31/2022] [Indexed: 01/31/2023]
37
Neural Networks for Survival Prediction in Medicine Using Prognostic Factors: A Review and Critical Appraisal. COMPUTATIONAL AND MATHEMATICAL METHODS IN MEDICINE 2022;2022:1176060. [PMID: 36238497 PMCID: PMC9553343 DOI: 10.1155/2022/1176060] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 10/25/2021] [Revised: 08/26/2022] [Accepted: 09/13/2022] [Indexed: 11/17/2022]
38
Mulder ST, Omidvari AH, Rueten-Budde AJ, Huang PH, Kim KH, Bais B, Rousian M, Hai R, Akgun C, van Lennep JR, Willemsen S, Rijnbeek PR, Tax DM, Reinders M, Boersma E, Rizopoulos D, Visch V, Steegers-Theunissen R. Dynamic Digital Twin: Diagnosis, Treatment, Prediction, and Prevention of Disease During the Life Course. J Med Internet Res 2022;24:e35675. [PMID: 36103220 PMCID: PMC9520391 DOI: 10.2196/35675] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/14/2021] [Revised: 05/31/2022] [Accepted: 06/09/2022] [Indexed: 11/13/2022]  Open
39
Longato E, Di Camillo B, Sparacino G, Avogaro A, Fadini GP. Time-resolved trajectory of glucose lowering medications and cardiovascular outcomes in type 2 diabetes: a recurrent neural network analysis. Cardiovasc Diabetol 2022;21:159. [PMID: 35996111 PMCID: PMC9396779 DOI: 10.1186/s12933-022-01600-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/01/2022] [Accepted: 08/09/2022] [Indexed: 11/25/2022]  Open
40
Kim SI, Kang JW, Eun YG, Lee YC. Prediction of survival in oropharyngeal squamous cell carcinoma using machine learning algorithms: A study based on the surveillance, epidemiology, and end results database. Front Oncol 2022;12:974678. [PMID: 36072804 PMCID: PMC9441569 DOI: 10.3389/fonc.2022.974678] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/21/2022] [Accepted: 08/08/2022] [Indexed: 11/28/2022]  Open
41
Developing machine learning algorithms for dynamic estimation of progression during active surveillance for prostate cancer. NPJ Digit Med 2022;5:110. [PMID: 35933478 PMCID: PMC9357044 DOI: 10.1038/s41746-022-00659-w] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/01/2022] [Accepted: 07/14/2022] [Indexed: 11/15/2022]  Open
42
Zhong G, Ding Z, Zhang G, Xu J, Tu B, Zhan A, Zhang Y. The data flow risk monitoring system of the expressway networking system based on deep learning. INT J INTELL SYST 2022. [DOI: 10.1002/int.22972] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
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Zhu J, Gallego B. Causal inference for observational longitudinal studies using deep survival models. J Biomed Inform 2022;131:104119. [PMID: 35714819 DOI: 10.1016/j.jbi.2022.104119] [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: 02/05/2022] [Revised: 05/11/2022] [Accepted: 06/06/2022] [Indexed: 11/28/2022]
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Bao L, Wang YT, Zhuang JL, Liu AJ, Dong YJ, Chu B, Chen XH, Lu MQ, Shi L, Gao S, Fang LJ, Xiang QQ, Ding YH. Machine Learning–Based Overall Survival Prediction of Elderly Patients With Multiple Myeloma From Multicentre Real-Life Data. Front Oncol 2022;12:922039. [PMID: 35865475 PMCID: PMC9293757 DOI: 10.3389/fonc.2022.922039] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/17/2022] [Accepted: 06/03/2022] [Indexed: 11/26/2022]  Open
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Ren J, Liu D, Li G, Duan J, Dong J, Liu Z. Prediction and Risk Stratification of Cardiovascular Disease in Diabetic Kidney Disease Patients. Front Cardiovasc Med 2022;9:923549. [PMID: 35811691 PMCID: PMC9263287 DOI: 10.3389/fcvm.2022.923549] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/20/2022] [Accepted: 05/30/2022] [Indexed: 11/13/2022]  Open
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Yang L, Fan X, Qin W, Xu Y, Zou B, Fan B, Wang S, Dong T, Wang L. A novel deep learning prognostic system improves survival predictions for stage III non-small cell lung cancer. Cancer Med 2022;11:4246-4255. [PMID: 35491970 PMCID: PMC9678103 DOI: 10.1002/cam4.4782] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/15/2021] [Revised: 03/14/2022] [Accepted: 04/10/2022] [Indexed: 11/30/2022]  Open
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Hong C, Yi F, Huang Z. Deep-CSA: Deep Contrastive Learning for Dynamic Survival Analysis with Competing Risks. IEEE J Biomed Health Inform 2022;26:4248-4257. [PMID: 35412993 DOI: 10.1109/jbhi.2022.3161145] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
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Cottin A, Pecuchet N, Zulian M, Guilloux A, Katsahian S. IDNetwork: A deep illness‐death network based on multi‐state event history process for disease prognostication. Stat Med 2022;41:1573-1598. [DOI: 10.1002/sim.9310] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/08/2021] [Revised: 10/28/2021] [Accepted: 12/17/2021] [Indexed: 11/12/2022]
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Zhu J, Jiang M, Liu Z. Fault Detection and Diagnosis in Industrial Processes with Variational Autoencoder: A Comprehensive Study. SENSORS (BASEL, SWITZERLAND) 2021;22:227. [PMID: 35009769 PMCID: PMC8749793 DOI: 10.3390/s22010227] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 11/22/2021] [Revised: 12/13/2021] [Accepted: 12/27/2021] [Indexed: 06/14/2023]
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Establishment of a Predictive Model for GvHD-free, Relapse-free Survival after Allogeneic HSCT using Ensemble Learning. Blood Adv 2021;6:2618-2627. [PMID: 34933327 PMCID: PMC9043925 DOI: 10.1182/bloodadvances.2021005800] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/21/2021] [Accepted: 11/23/2021] [Indexed: 12/03/2022]  Open
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