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For: Kaji DA, Zech JR, Kim JS, Cho SK, Dangayach NS, Costa AB, Oermann EK. An attention based deep learning model of clinical events in the intensive care unit. PLoS One 2019;14:e0211057. [PMID: 30759094 PMCID: PMC6373907 DOI: 10.1371/journal.pone.0211057] [Citation(s) in RCA: 99] [Impact Index Per Article: 16.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/30/2018] [Accepted: 01/07/2019] [Indexed: 12/20/2022]  Open
Number Cited by Other Article(s)
1
Escudero-Arnanz Ó, Martínez-Agüero S, Martín-Palomeque P, G. Marques A, Mora-Jiménez I, Álvarez-Rodríguez J, Soguero-Ruiz C. Multimodal interpretable data-driven models for early prediction of multidrug resistance using multivariate time series. Health Inf Sci Syst 2025;13:35. [PMID: 40352427 PMCID: PMC12058612 DOI: 10.1007/s13755-025-00351-9] [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: 11/24/2024] [Accepted: 04/16/2025] [Indexed: 05/14/2025]  Open
2
Piao C, Zhu T, Baldeweg SE, Taylor P, Georgiou P, Sun J, Wang J, Li K. GARNN: An interpretable graph attentive recurrent neural network for predicting blood glucose levels via multivariate time series. Neural Netw 2025;185:107229. [PMID: 39929068 DOI: 10.1016/j.neunet.2025.107229] [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: 02/22/2024] [Revised: 01/20/2025] [Accepted: 01/27/2025] [Indexed: 03/09/2025]
3
Marelli C, Giacobbe DR, Limongelli A, Guastavino S, Campi C, Piana M, Bassetti M. Neural networks for the prediction of bacterial and fungal infections: current evidence and implications. J Chemother 2025:1-28. [PMID: 40285636 DOI: 10.1080/1120009x.2025.2492960] [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: 11/25/2024] [Revised: 02/26/2025] [Accepted: 03/21/2025] [Indexed: 04/29/2025]
4
Huang X, Qin M, Fang M, Wang Z, Hu C, Zhao T, Qin Z, Zhu H, Wu L, Yu G, De Cobelli F, Xie X, Palumbo D, Tian J, Dong D. The application of artificial intelligence in upper gastrointestinal cancers. JOURNAL OF THE NATIONAL CANCER CENTER 2025;5:113-131. [PMID: 40265096 PMCID: PMC12010392 DOI: 10.1016/j.jncc.2024.12.006] [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: 06/13/2024] [Revised: 09/17/2024] [Accepted: 12/20/2024] [Indexed: 04/24/2025]  Open
5
Thiele D, Rodseth R, Friedland R, Berger F, Mathew C, Maslo C, Moll V, Leithner C, Storm C, Krannich A, Nee J. Machine Learning Models for the Early Real-Time Prediction of Deterioration in Intensive Care Units-A Novel Approach to the Early Identification of High-Risk Patients. J Clin Med 2025;14:350. [PMID: 39860355 PMCID: PMC11766095 DOI: 10.3390/jcm14020350] [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: 10/18/2024] [Revised: 11/12/2024] [Accepted: 12/20/2024] [Indexed: 01/27/2025]  Open
6
Qureshi M, Ishaq K, Daniyal M, Iftikhar H, Rehman MZ, Salar SAA. Forecasting cardiovascular disease mortality using artificial neural networks in Sindh, Pakistan. BMC Public Health 2025;25:34. [PMID: 39754102 PMCID: PMC11699765 DOI: 10.1186/s12889-024-21187-0] [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: 05/10/2024] [Accepted: 12/23/2024] [Indexed: 01/06/2025]  Open
7
Song Q, Sun S, Song Q, Wang B, Liu Z, Jiang H. A deep learning method based on multi-scale fusion for noise-resistant coal-gangue recognition. Sci Rep 2025;15:101. [PMID: 39747222 PMCID: PMC11697173 DOI: 10.1038/s41598-024-83604-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: 10/30/2024] [Accepted: 12/16/2024] [Indexed: 01/04/2025]  Open
8
Ruiz‐Mateos Serrano R, Farina D, Malliaras GG. Body Surface Potential Mapping: A Perspective on High-Density Cutaneous Electrophysiology. ADVANCED SCIENCE (WEINHEIM, BADEN-WURTTEMBERG, GERMANY) 2025;12:e2411087. [PMID: 39679757 PMCID: PMC11775574 DOI: 10.1002/advs.202411087] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/10/2024] [Revised: 10/28/2024] [Indexed: 12/17/2024]
9
Prithula J, Islam KR, Kumar J, Tan TL, Reaz MBI, Rahman T, Zughaier SM, Khan MS, Murugappan M, Chowdhury MEH. A novel classical machine learning framework for early sepsis prediction using electronic health record data from ICU patients. Comput Biol Med 2025;184:109284. [PMID: 39579661 DOI: 10.1016/j.compbiomed.2024.109284] [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: 04/26/2024] [Revised: 10/01/2024] [Accepted: 10/14/2024] [Indexed: 11/25/2024]
10
Fang S, Jin H, Zhang J, Wang Y, Nan W, Feng Y, Su W, Jiang X. Machine learning for predicting acute myocardial infarction in patients with sepsis. Sci Rep 2024;14:30629. [PMID: 39719483 DOI: 10.1038/s41598-024-80575-z] [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: 06/03/2024] [Accepted: 11/19/2024] [Indexed: 12/26/2024]  Open
11
Li Q, Li D, Jiao H, Wu Z, Nie W. CISepsis: a causal inference framework for early sepsis detection. Front Cell Infect Microbiol 2024;14:1488130. [PMID: 39679198 PMCID: PMC11638194 DOI: 10.3389/fcimb.2024.1488130] [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: 08/29/2024] [Accepted: 10/28/2024] [Indexed: 12/17/2024]  Open
12
Akabane S, Asamoto M, Azuma S, Otsuji M, Uchida K. Assessment of the relationship between central venous pressure waveform and the severity of tricuspid valve regurgitation using data science. Sci Rep 2024;14:24839. [PMID: 39438502 PMCID: PMC11496678 DOI: 10.1038/s41598-024-74890-8] [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: 01/12/2024] [Accepted: 09/30/2024] [Indexed: 10/25/2024]  Open
13
Yadgarov MY, Landoni G, Berikashvili LB, Polyakov PA, Kadantseva KK, Smirnova AV, Kuznetsov IV, Shemetova MM, Yakovlev AA, Likhvantsev VV. Early detection of sepsis using machine learning algorithms: a systematic review and network meta-analysis. Front Med (Lausanne) 2024;11:1491358. [PMID: 39478824 PMCID: PMC11523135 DOI: 10.3389/fmed.2024.1491358] [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: 09/04/2024] [Accepted: 10/08/2024] [Indexed: 11/02/2024]  Open
14
Yang M, Peng Z, van Pul C, Andriessen P, Dong K, Silvertand D, Li J, Liu C, Long X. Continuous prediction and clinical alarm management of late-onset sepsis in preterm infants using vital signs from a patient monitor. COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE 2024;255:108335. [PMID: 39047574 DOI: 10.1016/j.cmpb.2024.108335] [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: 02/11/2024] [Revised: 06/14/2024] [Accepted: 07/17/2024] [Indexed: 07/27/2024]
15
Gao C, Yin S, Wang H, Wang Z, Du Z, Li X. Medical-Knowledge-Based Graph Neural Network for Medication Combination Prediction. IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS 2024;35:13246-13257. [PMID: 37141055 DOI: 10.1109/tnnls.2023.3266490] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/05/2023]
16
Giacobbe DR, Marelli C, Guastavino S, Signori A, Mora S, Rosso N, Campi C, Piana M, Murgia Y, Giacomini M, Bassetti M. Artificial intelligence and prescription of antibiotic therapy: present and future. Expert Rev Anti Infect Ther 2024;22:819-833. [PMID: 39155449 DOI: 10.1080/14787210.2024.2386669] [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: 05/20/2024] [Accepted: 07/28/2024] [Indexed: 08/20/2024]
17
Chiu CC, Wu CM, Chien TN, Kao LJ, Li C. Predicting ICU Readmission from Electronic Health Records via BERTopic with Long Short Term Memory Network Approach. J Clin Med 2024;13:5503. [PMID: 39336990 PMCID: PMC11432694 DOI: 10.3390/jcm13185503] [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: 07/25/2024] [Revised: 09/04/2024] [Accepted: 09/10/2024] [Indexed: 09/30/2024]  Open
18
Marullo G, Ulrich L, Antonaci FG, Audisio A, Aprato A, Massè A, Vezzetti E. Classification of AO/OTA 31A/B femur fractures in X-ray images using YOLOv8 and advanced data augmentation techniques. Bone Rep 2024;22:101801. [PMID: 39324016 PMCID: PMC11422035 DOI: 10.1016/j.bonr.2024.101801] [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: 06/26/2024] [Revised: 08/20/2024] [Accepted: 09/05/2024] [Indexed: 09/27/2024]  Open
19
Choi H, Kim Y, Kang H, Seo H, Kim M, Han J, Kee G, Park S, Ko S, Jung H, Kim B, Roh JH, Jun TJ, Kim YH. Time series forecasting of weight for diuretic dose adjustment using bidirectional long short-term memory. Sci Rep 2024;14:17723. [PMID: 39085306 PMCID: PMC11292016 DOI: 10.1038/s41598-024-68663-6] [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: 06/14/2024] [Accepted: 07/26/2024] [Indexed: 08/02/2024]  Open
20
Kiser AC, Shi J, Bucher BT. An explainable long short-term memory network for surgical site infection identification. Surgery 2024;176:24-31. [PMID: 38616153 PMCID: PMC11162927 DOI: 10.1016/j.surg.2024.03.006] [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: 09/19/2023] [Revised: 02/23/2024] [Accepted: 03/03/2024] [Indexed: 04/16/2024]
21
Hodgman M, Wittrup E, Najarian K. Learning Physiological Mechanisms that Predict Adverse Cardiovascular Events in Intensive Care Patients with Chronic Heart Disease. ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY. IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY. ANNUAL INTERNATIONAL CONFERENCE 2024;2024:1-4. [PMID: 40039950 DOI: 10.1109/embc53108.2024.10781773] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 03/06/2025]
22
Xu Z, Guo J, Qin L, Xie Y, Xiao Y, Lin X, Li Q, Li X. Predicting ICU Interventions: A Transparent Decision Support Model Based on Multivariate Time Series Graph Convolutional Neural Network. IEEE J Biomed Health Inform 2024;28:3709-3720. [PMID: 38512747 DOI: 10.1109/jbhi.2024.3379998] [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: 03/23/2024]
23
Zilker S, Weinzierl S, Kraus M, Zschech P, Matzner M. A machine learning framework for interpretable predictions in patient pathways: The case of predicting ICU admission for patients with symptoms of sepsis. Health Care Manag Sci 2024;27:136-167. [PMID: 38771522 PMCID: PMC11258202 DOI: 10.1007/s10729-024-09673-8] [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: 02/08/2023] [Accepted: 04/13/2024] [Indexed: 05/22/2024]
24
Jin R, Ye Q, Wang J, Cao Z, Jiang D, Wang T, Kang Y, Xu W, Hsieh CY, Hou T. AttABseq: an attention-based deep learning prediction method for antigen-antibody binding affinity changes based on protein sequences. Brief Bioinform 2024;25:bbae304. [PMID: 38960407 PMCID: PMC11221889 DOI: 10.1093/bib/bbae304] [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: 11/09/2023] [Revised: 04/15/2024] [Accepted: 06/11/2024] [Indexed: 07/05/2024]  Open
25
Moroz H, Li Y, Marelli A. hART: Deep learning-informed lifespan heart failure risk trajectories. Int J Med Inform 2024;185:105384. [PMID: 38395016 DOI: 10.1016/j.ijmedinf.2024.105384] [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: 10/27/2023] [Revised: 01/21/2024] [Accepted: 02/18/2024] [Indexed: 02/25/2024]
26
Xiang L, Gao Z, Wang A, Shim V, Fekete G, Gu Y, Fernandez J. Rethinking running biomechanics: a critical review of ground reaction forces, tibial bone loading, and the role of wearable sensors. Front Bioeng Biotechnol 2024;12:1377383. [PMID: 38650752 PMCID: PMC11033368 DOI: 10.3389/fbioe.2024.1377383] [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: 01/27/2024] [Accepted: 03/22/2024] [Indexed: 04/25/2024]  Open
27
Armoundas AA, Narayan SM, Arnett DK, Spector-Bagdady K, Bennett DA, Celi LA, Friedman PA, Gollob MH, Hall JL, Kwitek AE, Lett E, Menon BK, Sheehan KA, Al-Zaiti SS. Use of Artificial Intelligence in Improving Outcomes in Heart Disease: A Scientific Statement From the American Heart Association. Circulation 2024;149:e1028-e1050. [PMID: 38415358 PMCID: PMC11042786 DOI: 10.1161/cir.0000000000001201] [Citation(s) in RCA: 50] [Impact Index Per Article: 50.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/29/2024]
28
Abrego L, Zaikin A, Marino IP, Krivonosov MI, Jacobs I, Menon U, Gentry‐Maharaj A, Blyuss O. Bayesian and deep-learning models applied to the early detection of ovarian cancer using multiple longitudinal biomarkers. Cancer Med 2024;13:e7163. [PMID: 38597129 PMCID: PMC11004913 DOI: 10.1002/cam4.7163] [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: 09/05/2023] [Revised: 03/16/2024] [Accepted: 03/26/2024] [Indexed: 04/11/2024]  Open
29
Zheng Y, Song Z, Cheng B, Peng X, Huang Y, Min M. Integrating Phenotypic Information of Obstructive Sleep Apnea and Deep Representation of Sleep-Event Sequences for Cardiovascular Risk Prediction. RESEARCH SQUARE 2024:rs.3.rs-4084889. [PMID: 38559110 PMCID: PMC10980103 DOI: 10.21203/rs.3.rs-4084889/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: 04/04/2024]
30
Yang M, Liu S, Hao T, Ma C, Chen H, Li Y, Wu C, Xie J, Qiu H, Li J, Yang Y, Liu C. Development and validation of a deep interpretable network for continuous acute kidney injury prediction in critically ill patients. Artif Intell Med 2024;149:102785. [PMID: 38462285 DOI: 10.1016/j.artmed.2024.102785] [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: 09/19/2022] [Revised: 10/05/2023] [Accepted: 01/21/2024] [Indexed: 03/12/2024]
31
Xiang L, Gu Y, Gao Z, Yu P, Shim V, Wang A, Fernandez J. Integrating an LSTM framework for predicting ankle joint biomechanics during gait using inertial sensors. Comput Biol Med 2024;170:108016. [PMID: 38277923 DOI: 10.1016/j.compbiomed.2024.108016] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/25/2023] [Revised: 01/14/2024] [Accepted: 01/19/2024] [Indexed: 01/28/2024]
32
Tong L, Shi W, Isgut M, Zhong Y, Lais P, Gloster L, Sun J, Swain A, Giuste F, Wang MD. Integrating Multi-Omics Data With EHR for Precision Medicine Using Advanced Artificial Intelligence. IEEE Rev Biomed Eng 2024;17:80-97. [PMID: 37824325 DOI: 10.1109/rbme.2023.3324264] [Citation(s) in RCA: 6] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/14/2023]
33
Dutta DJ, Sasaki J, Bansal A, Sugai K, Yamashita S, Li G, Lazarski C, Wang L, Sasaki T, Yamashita C, Carryl H, Suzuki R, Odawara M, Imamura Kawasawa Y, Rakic P, Torii M, Hashimoto-Torii K. Alternative splicing events as peripheral biomarkers for motor learning deficit caused by adverse prenatal environments. Proc Natl Acad Sci U S A 2023;120:e2304074120. [PMID: 38051767 PMCID: PMC10723155 DOI: 10.1073/pnas.2304074120] [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: 03/13/2023] [Accepted: 10/25/2023] [Indexed: 12/07/2023]  Open
34
Wang Z, Liu J, Tian Y, Zhou T, Liu Q, Qiu Y, Li J. Integrating Medical Domain Knowledge for Early Diagnosis of Fever of Unknown Origin: An Interpretable Hierarchical Multimodal Neural Network Approach. IEEE J Biomed Health Inform 2023;27:5237-5248. [PMID: 37590111 DOI: 10.1109/jbhi.2023.3306041] [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: 08/19/2023]
35
Contreras M, Silva B, Shickel B, Bandyopadhyay S, Guan Z, Ren Y, Ozrazgat-Baslanti T, Khezeli K, Bihorac A, Rashidi P. Dynamic Delirium Prediction in the Intensive Care Unit using Machine Learning on Electronic Health Records. ... IEEE-EMBS INTERNATIONAL CONFERENCE ON BIOMEDICAL AND HEALTH INFORMATICS. IEEE-EMBS INTERNATIONAL CONFERENCE ON BIOMEDICAL AND HEALTH INFORMATICS 2023;2023:10.1109/bhi58575.2023.10313445. [PMID: 38585187 PMCID: PMC10998264 DOI: 10.1109/bhi58575.2023.10313445] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 04/09/2024]
36
Sheikhalishahi S, Bhattacharyya A, Celi LA, Osmani V. An interpretable deep learning model for time-series electronic health records: Case study of delirium prediction in critical care. Artif Intell Med 2023;144:102659. [PMID: 37783541 DOI: 10.1016/j.artmed.2023.102659] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/24/2022] [Revised: 07/19/2023] [Accepted: 09/04/2023] [Indexed: 10/04/2023]
37
Pungitore S, Subbian V. Assessment of Prediction Tasks and Time Window Selection in Temporal Modeling of Electronic Health Record Data: a Systematic Review. JOURNAL OF HEALTHCARE INFORMATICS RESEARCH 2023;7:313-331. [PMID: 37637723 PMCID: PMC10449760 DOI: 10.1007/s41666-023-00143-4] [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: 07/08/2022] [Revised: 04/12/2023] [Accepted: 07/28/2023] [Indexed: 08/29/2023]
38
Islam KR, Prithula J, Kumar J, Tan TL, Reaz MBI, Sumon MSI, Chowdhury MEH. Machine Learning-Based Early Prediction of Sepsis Using Electronic Health Records: A Systematic Review. J Clin Med 2023;12:5658. [PMID: 37685724 PMCID: PMC10488449 DOI: 10.3390/jcm12175658] [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] [Received: 07/13/2023] [Revised: 08/13/2023] [Accepted: 08/23/2023] [Indexed: 09/10/2023]  Open
39
Ahuja Y, Liang L, Zhou D, Huang S, Cai T. Semisupervised Calibration of Risk with Noisy Event Times (SCORNET) using electronic health record data. Biostatistics 2023;24:760-775. [PMID: 35166342 PMCID: PMC10544799 DOI: 10.1093/biostatistics/kxac003] [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: 01/06/2021] [Revised: 01/18/2022] [Accepted: 01/24/2022] [Indexed: 01/19/2023]  Open
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Prediction of Acid-Base and Potassium Imbalances in Intensive Care Patients Using Machine Learning Techniques. Diagnostics (Basel) 2023;13:diagnostics13061171. [PMID: 36980479 PMCID: PMC10047445 DOI: 10.3390/diagnostics13061171] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/13/2023] [Revised: 03/16/2023] [Accepted: 03/17/2023] [Indexed: 03/22/2023]  Open
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Khope SR, Elias S. Strategies of Predictive Schemes and Clinical Diagnosis for Prognosis Using MIMIC-III: A Systematic Review. Healthcare (Basel) 2023;11:710. [PMID: 36900715 PMCID: PMC10001415 DOI: 10.3390/healthcare11050710] [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: 12/11/2022] [Revised: 02/18/2023] [Accepted: 02/21/2023] [Indexed: 03/05/2023]  Open
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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
43
Sushentsev N, Rundo L, Abrego L, Li Z, Nazarenko T, Warren AY, Gnanapragasam VJ, Sala E, Zaikin A, Barrett T, Blyuss O. Time series radiomics for the prediction of prostate cancer progression in patients on active surveillance. Eur Radiol 2023;33:3792-3800. [PMID: 36749370 PMCID: PMC10182165 DOI: 10.1007/s00330-023-09438-x] [Citation(s) in RCA: 17] [Impact Index Per Article: 8.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/11/2022] [Revised: 01/03/2023] [Accepted: 01/09/2023] [Indexed: 02/08/2023]
44
Xu Q, Xie W, Liao B, Hu C, Qin L, Yang Z, Xiong H, Lyu Y, Zhou Y, Luo A. Interpretability of Clinical Decision Support Systems Based on Artificial Intelligence from Technological and Medical Perspective: A Systematic Review. JOURNAL OF HEALTHCARE ENGINEERING 2023;2023:9919269. [PMID: 36776958 PMCID: PMC9918364 DOI: 10.1155/2023/9919269] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 03/16/2022] [Revised: 05/05/2022] [Accepted: 11/24/2022] [Indexed: 02/05/2023]
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Takkavatakarn K, Hofer IS. Artificial Intelligence and Machine Learning in Perioperative Acute Kidney Injury. ADVANCES IN KIDNEY DISEASE AND HEALTH 2023;30:53-60. [PMID: 36723283 DOI: 10.1053/j.akdh.2022.10.001] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/21/2022] [Revised: 09/30/2022] [Accepted: 10/28/2022] [Indexed: 12/24/2022]
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Wang Z, Samsten I, Kougia V, Papapetrou P. Style-transfer counterfactual explanations: An application to mortality prevention of ICU patients. Artif Intell Med 2023;135:102457. [PMID: 36628793 DOI: 10.1016/j.artmed.2022.102457] [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: 01/31/2022] [Revised: 10/21/2022] [Accepted: 11/16/2022] [Indexed: 11/24/2022]
47
D'Hondt E, Ashby TJ, Chakroun I, Koninckx T, Wuyts R. Identifying and evaluating barriers for the implementation of machine learning in the intensive care unit. COMMUNICATIONS MEDICINE 2022;2:162. [PMID: 36543940 PMCID: PMC9768782 DOI: 10.1038/s43856-022-00225-1] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/17/2021] [Accepted: 11/29/2022] [Indexed: 12/24/2022]  Open
48
Hwang GJ, Chang PY, Tseng WY, Chou CA, Wu CH, Tu YF. Research Trends in Artificial Intelligence-Associated Nursing Activities Based on a Review of Academic Studies Published From 2001 to 2020. Comput Inform Nurs 2022;40:814-824. [PMID: 36516032 DOI: 10.1097/cin.0000000000000897] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/15/2022]
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Ding W, Abdel-Basset M, Hawash H, Ali AM. Explainability of artificial intelligence methods, applications and challenges: A comprehensive survey. Inf Sci (N Y) 2022. [DOI: 10.1016/j.ins.2022.10.013] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
50
Sadasivuni S, Bhanushali SP, Banerjee I, Sanyal A. In-sensor neural network for high energy efficiency analog-to-information conversion. Sci Rep 2022;12:18253. [PMID: 36309584 PMCID: PMC9617885 DOI: 10.1038/s41598-022-23100-4] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/09/2022] [Accepted: 10/25/2022] [Indexed: 12/31/2022]  Open
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