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For: Witte H, Nakas CT, Bally L, Leichtle AB. Machine-learning Prediction of Hypo- and Hyperglycemia from Electronic Health Records: Algorithm Development and Validation. JMIR Form Res 2022;6:e36176. [PMID: 35526139 PMCID: PMC9345028 DOI: 10.2196/36176] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/04/2022] [Revised: 04/25/2022] [Accepted: 05/08/2022] [Indexed: 01/16/2023]  Open
Number Cited by Other Article(s)
1
Shabestari M, Mehrabbeik A, Barbieri S, Marques-Vidal P, Heshmati-Nasab P, Azizi R. Predictive factors of hypoglycemia in type 2 diabetes: a prospective study using machine learning. Sci Rep 2025;15:18143. [PMID: 40415088 DOI: 10.1038/s41598-025-03030-7] [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: 01/27/2025] [Accepted: 05/19/2025] [Indexed: 05/27/2025]  Open
2
Neumann A, Zghal Y, Cremona MA, Hajji A, Morin M, Rekik M. A data-driven personalized approach to predict blood glucose levels in type-1 diabetes patients exercising in free-living conditions. Comput Biol Med 2025;190:110015. [PMID: 40164029 DOI: 10.1016/j.compbiomed.2025.110015] [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: 01/16/2025] [Accepted: 03/07/2025] [Indexed: 04/02/2025]
3
Burks JH, Joe L, Kanjaria K, Monsivais C, O'laughlin K, Smarr BL. Chronobiologically-informed features from CGM data provide unique information for XGBoost prediction of longer-term glycemic dysregulation in 8,000 individuals with type-2 diabetes. PLOS DIGITAL HEALTH 2025;4:e0000815. [PMID: 40202975 PMCID: PMC11981153 DOI: 10.1371/journal.pdig.0000815] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/24/2024] [Accepted: 03/05/2025] [Indexed: 04/11/2025]
4
Ayers AT, Ho CN, Kerr D, Cichosz SL, Mathioudakis N, Wang M, Najafi B, Moon SJ, Pandey A, Klonoff DC. Artificial Intelligence to Diagnose Complications of Diabetes. J Diabetes Sci Technol 2025;19:246-264. [PMID: 39578435 DOI: 10.1177/19322968241287773] [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] [Indexed: 11/24/2024]
5
Gaikwad SR, Bontha MR, Devi S, Dumbre D. Improving Clinical Preparedness: Community Health Nurses and Early Hypoglycemia Prediction in Type 2 Diabetes Using Hybrid Machine Learning Techniques. Public Health Nurs 2025;42:286-303. [PMID: 39439209 DOI: 10.1111/phn.13440] [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: 05/26/2024] [Revised: 09/08/2024] [Accepted: 09/20/2024] [Indexed: 10/25/2024]
6
Wang E, Samaroo A, Weisstuch J, Rudy B. The Use of a Single Risk Assessment Tool for Mortality and Numerous Hospital-Acquired Conditions. J Healthc Qual 2024;46:370-379. [PMID: 39405523 DOI: 10.1097/jhq.0000000000000456] [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: 11/07/2024]
7
Khalilnejad A, Sun RT, Kompala T, Painter S, James R, Wang Y. Proactive Identification of Patients with Diabetes at Risk of Uncontrolled Outcomes during a Diabetes Management Program: Conceptualization and Development Study Using Machine Learning. JMIR Form Res 2024;8:e54373. [PMID: 38669074 PMCID: PMC11087850 DOI: 10.2196/54373] [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: 11/07/2023] [Revised: 01/12/2024] [Accepted: 01/20/2024] [Indexed: 04/28/2024]  Open
8
Zhang L, Yang L, Zhou Z. Data-based modeling for hypoglycemia prediction: Importance, trends, and implications for clinical practice. Front Public Health 2023;11:1044059. [PMID: 36778566 PMCID: PMC9910805 DOI: 10.3389/fpubh.2023.1044059] [Citation(s) in RCA: 13] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/14/2022] [Accepted: 01/10/2023] [Indexed: 01/27/2023]  Open
9
Huang J, Yeung AM, Armstrong DG, Battarbee AN, Cuadros J, Espinoza JC, Kleinberg S, Mathioudakis N, Swerdlow MA, Klonoff DC. Artificial Intelligence for Predicting and Diagnosing Complications of Diabetes. J Diabetes Sci Technol 2023;17:224-238. [PMID: 36121302 PMCID: PMC9846408 DOI: 10.1177/19322968221124583] [Citation(s) in RCA: 15] [Impact Index Per Article: 7.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/01/2023]
10
Huang J, Yeung AM, Nguyen KT, Xu NY, Preiser JC, Rushakoff RJ, Seley JJ, Umpierrez GE, Wallia A, Drincic AT, Gianchandani R, Lansang MC, Masharani U, Mathioudakis N, Pasquel FJ, Schmidt S, Shah VN, Spanakis EK, Stuhr A, Treiber GM, Klonoff DC. Hospital Diabetes Meeting 2022. J Diabetes Sci Technol 2022;16:1309-1337. [PMID: 35904143 PMCID: PMC9445340 DOI: 10.1177/19322968221110878] [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] [Indexed: 11/17/2022]
11
Big Data in Laboratory Medicine—FAIR Quality for AI? Diagnostics (Basel) 2022;12:diagnostics12081923. [PMID: 36010273 PMCID: PMC9406962 DOI: 10.3390/diagnostics12081923] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/13/2022] [Revised: 08/05/2022] [Accepted: 08/06/2022] [Indexed: 12/22/2022]  Open
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