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Number Cited by Other Article(s)
1
Khosravi S, Soltanian S, Servati A, Khademhosseini A, Zhu Y, Servati P. Screen-Printed Textile-Based Electrochemical Biosensor for Noninvasive Monitoring of Glucose in Sweat. BIOSENSORS 2023;13:684. [PMID: 37504083 PMCID: PMC10377550 DOI: 10.3390/bios13070684] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/25/2023] [Revised: 06/23/2023] [Accepted: 06/23/2023] [Indexed: 07/29/2023]
2
Carrera-Escalé L, Benali A, Rathert AC, Martín-Pinardel R, Bernal-Morales C, Alé-Chilet A, Barraso M, Marín-Martinez S, Feu-Basilio S, Rosinés-Fonoll J, Hernandez T, Vilá I, Castro-Dominguez R, Oliva C, Vinagre I, Ortega E, Gimenez M, Vellido A, Romero E, Zarranz-Ventura J. Radiomics-Based Assessment of OCT Angiography Images for Diabetic Retinopathy Diagnosis. OPHTHALMOLOGY SCIENCE 2022;3:100259. [PMID: 36578904 PMCID: PMC9791596 DOI: 10.1016/j.xops.2022.100259] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 06/30/2022] [Revised: 10/25/2022] [Accepted: 11/14/2022] [Indexed: 11/23/2022]
3
Han N, He J, Shi L, Zhang M, Zheng J, Fan Y. Identification of biomarkers in nonalcoholic fatty liver disease: A machine learning method and experimental study. Front Genet 2022;13:1020899. [PMID: 36419827 PMCID: PMC9676265 DOI: 10.3389/fgene.2022.1020899] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/16/2022] [Accepted: 10/24/2022] [Indexed: 10/13/2023]  Open
4
A two-stage stacked-based heterogeneous ensemble learning for cancer survival prediction. COMPLEX INTELL SYST 2022. [DOI: 10.1007/s40747-022-00791-w] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/15/2022]
5
Hao J, Luo S, Pan L. Rule extraction from biased random forest and fuzzy support vector machine for early diagnosis of diabetes. Sci Rep 2022;12:9858. [PMID: 35701587 PMCID: PMC9198101 DOI: 10.1038/s41598-022-14143-8] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/04/2021] [Accepted: 04/15/2022] [Indexed: 12/04/2022]  Open
6
Supervised Machine Learning Empowered Multifactorial Genetic Inheritance Disorder Prediction. COMPUTATIONAL INTELLIGENCE AND NEUROSCIENCE 2022;2022:1051388. [PMID: 35685134 PMCID: PMC9173933 DOI: 10.1155/2022/1051388] [Citation(s) in RCA: 13] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 03/10/2022] [Revised: 04/15/2022] [Accepted: 05/03/2022] [Indexed: 12/18/2022]
7
Fitzsimmons L, Dewan M, Dexheimer JW. Diversity in Machine Learning: A Systematic Review of Text-Based Diagnostic Applications. Appl Clin Inform 2022;13:569-582. [PMID: 35613914 DOI: 10.1055/s-0042-1749119] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/02/2022]  Open
8
Tuppad A, Patil SD. Machine learning for diabetes clinical decision support: a review. ADVANCES IN COMPUTATIONAL INTELLIGENCE 2022;2:22. [PMID: 35434723 PMCID: PMC9006199 DOI: 10.1007/s43674-022-00034-y] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 10/17/2021] [Revised: 02/27/2022] [Accepted: 03/03/2022] [Indexed: 12/14/2022]
9
Delpino F, Costa Â, Farias S, Chiavegatto Filho A, Arcêncio R, Nunes B. Machine learning for predicting chronic diseases: a systematic review. Public Health 2022;205:14-25. [DOI: 10.1016/j.puhe.2022.01.007] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/27/2021] [Revised: 10/26/2021] [Accepted: 01/11/2022] [Indexed: 12/12/2022]
10
Nagpal MS, Barbaric A, Sherifali D, Morita PP, Cafazzo JA. Patient-Generated Data Analytics of Health Behaviors of People Living With Type 2 Diabetes: Scoping Review. JMIR Diabetes 2021;6:e29027. [PMID: 34783668 PMCID: PMC8726031 DOI: 10.2196/29027] [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: 03/23/2021] [Revised: 08/01/2021] [Accepted: 10/31/2021] [Indexed: 11/13/2022]  Open
11
Jeyafzam F, Vaziri B, Suraki MY, Hosseinabadi AAR, Slowik A. Improvement of grey wolf optimizer with adaptive middle filter to adjust support vector machine parameters to predict diabetes complications. Neural Comput Appl 2021. [DOI: 10.1007/s00521-021-06143-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/21/2022]
12
Stiglic G, Wang F, Sheikh A, Cilar L. Development and validation of the type 2 diabetes mellitus 10-year risk score prediction models from survey data. Prim Care Diabetes 2021;15:699-705. [PMID: 33896755 DOI: 10.1016/j.pcd.2021.04.008] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/20/2020] [Accepted: 04/13/2021] [Indexed: 12/23/2022]
13
Wang Z, Yin Z, Argyris YA. Detecting Medical Misinformation on Social Media Using Multimodal Deep Learning. IEEE J Biomed Health Inform 2021;25:2193-2203. [PMID: 33170786 DOI: 10.1109/jbhi.2020.3037027] [Citation(s) in RCA: 13] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
14
Identification of Diagnostic CpG Signatures in Patients with Gestational Diabetes Mellitus via Epigenome-Wide Association Study Integrated with Machine Learning. BIOMED RESEARCH INTERNATIONAL 2021;2021:1984690. [PMID: 34104645 PMCID: PMC8162250 DOI: 10.1155/2021/1984690] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 06/22/2020] [Revised: 04/01/2021] [Accepted: 05/06/2021] [Indexed: 12/13/2022]
15
Feng Y, Wang X, Zhang J. A heterogeneous ensemble learning method for neuroblastoma survival prediction. IEEE J Biomed Health Inform 2021;26:1472-1483. [PMID: 33848254 DOI: 10.1109/jbhi.2021.3073056] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022]
16
Yavari A, Rajabzadeh A, Abdali-Mohammadi F. Profile-based assessment of diseases affective factors using fuzzy association rule mining approach: A case study in heart diseases. J Biomed Inform 2021;116:103695. [PMID: 33549658 DOI: 10.1016/j.jbi.2021.103695] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/31/2020] [Revised: 12/15/2020] [Accepted: 02/01/2021] [Indexed: 10/22/2022]
17
De Silva K, Jönsson D, Demmer RT. A combined strategy of feature selection and machine learning to identify predictors of prediabetes. J Am Med Inform Assoc 2021;27:396-406. [PMID: 31889178 DOI: 10.1093/jamia/ocz204] [Citation(s) in RCA: 16] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/15/2019] [Revised: 11/07/2019] [Accepted: 11/13/2019] [Indexed: 02/07/2023]  Open
18
Lin TH, Jhang JY, Huang CR, Tsai YC, Cheng HC, Sheu BS. Deep Ensemble Feature Network for Gastric Section Classification. IEEE J Biomed Health Inform 2021;25:77-87. [PMID: 32750926 DOI: 10.1109/jbhi.2020.2999731] [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: 11/10/2022]
19
Sowah RA, Bampoe-Addo AA, Armoo SK, Saalia FK, Gatsi F, Sarkodie-Mensah B. Design and Development of Diabetes Management System Using Machine Learning. Int J Telemed Appl 2020;2020:8870141. [PMID: 32724304 PMCID: PMC7381989 DOI: 10.1155/2020/8870141] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/29/2020] [Revised: 06/25/2020] [Accepted: 07/04/2020] [Indexed: 11/18/2022]  Open
20
Yang T, Zhang L, Yi L, Feng H, Li S, Chen H, Zhu J, Zhao J, Zeng Y, Liu H. Ensemble Learning Models Based on Noninvasive Features for Type 2 Diabetes Screening: Model Development and Validation. JMIR Med Inform 2020;8:e15431. [PMID: 32554386 PMCID: PMC7333074 DOI: 10.2196/15431] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/10/2019] [Revised: 12/22/2019] [Accepted: 02/07/2020] [Indexed: 11/13/2022]  Open
21
Wang X, Yang Y, Xu Y, Chen Q, Wang H, Gao H. Predicting hypoglycemic drugs of type 2 diabetes based on weighted rank support vector machine. Knowl Based Syst 2020. [DOI: 10.1016/j.knosys.2020.105868] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2022]
22
Lin GM, Nagamine M, Yang SN, Tai YM, Lin C, Sato H. Machine Learning Based Suicide Ideation Prediction for Military Personnel. IEEE J Biomed Health Inform 2020;24:1907-1916. [PMID: 32324581 DOI: 10.1109/jbhi.2020.2988393] [Citation(s) in RCA: 22] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/30/2022]
23
Broome DT, Hilton CB, Mehta N. Policy Implications of Artificial Intelligence and Machine Learning in Diabetes Management. Curr Diab Rep 2020;20:5. [PMID: 32008107 DOI: 10.1007/s11892-020-1287-2] [Citation(s) in RCA: 14] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/17/2022]
24
Mienye ID, Sun Y, Wang Z. An improved ensemble learning approach for the prediction of heart disease risk. INFORMATICS IN MEDICINE UNLOCKED 2020. [DOI: 10.1016/j.imu.2020.100402] [Citation(s) in RCA: 43] [Impact Index Per Article: 10.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]  Open
25
Predicting long-term type 2 diabetes with support vector machine using oral glucose tolerance test. PLoS One 2019;14:e0219636. [PMID: 31826018 PMCID: PMC6905529 DOI: 10.1371/journal.pone.0219636] [Citation(s) in RCA: 28] [Impact Index Per Article: 5.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/17/2019] [Accepted: 11/08/2019] [Indexed: 12/13/2022]  Open
26
Sohail A, Arif F. Supervised and unsupervised algorithms for bioinformatics and data science. PROGRESS IN BIOPHYSICS AND MOLECULAR BIOLOGY 2019;151:14-22. [PMID: 31816343 DOI: 10.1016/j.pbiomolbio.2019.11.012] [Citation(s) in RCA: 17] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/26/2019] [Revised: 09/25/2019] [Accepted: 11/27/2019] [Indexed: 01/16/2023]
27
A Dynamic Multi-Reduction Algorithm for Brain Functional Connection Pathways Analysis. Symmetry (Basel) 2019. [DOI: 10.3390/sym11050701] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]  Open
28
Jahangir M, Afzal H, Ahmed M, Khurshid K, Amjad MF, Nawaz R, Abbas H. Auto-MeDiSine: an auto-tunable medical decision support engine using an automated class outlier detection method and AutoMLP. Neural Comput Appl 2019. [DOI: 10.1007/s00521-019-04137-5] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2022]
29
Nirala N, Periyasamy R, Singh BK, Kumar A. Detection of type-2 diabetes using characteristics of toe photoplethysmogram by applying support vector machine. Biocybern Biomed Eng 2019. [DOI: 10.1016/j.bbe.2018.09.007] [Citation(s) in RCA: 24] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2022]
30
Zou Q, Qu K, Luo Y, Yin D, Ju Y, Tang H. Predicting Diabetes Mellitus With Machine Learning Techniques. Front Genet 2018;9:515. [PMID: 30459809 PMCID: PMC6232260 DOI: 10.3389/fgene.2018.00515] [Citation(s) in RCA: 188] [Impact Index Per Article: 31.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/29/2018] [Accepted: 10/12/2018] [Indexed: 12/30/2022]  Open
31
Dankwa-Mullan I, Rivo M, Sepulveda M, Park Y, Snowdon J, Rhee K. Transforming Diabetes Care Through Artificial Intelligence: The Future Is Here. Popul Health Manag 2018;22:229-242. [PMID: 30256722 PMCID: PMC6555175 DOI: 10.1089/pop.2018.0129] [Citation(s) in RCA: 65] [Impact Index Per Article: 10.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/22/2023]  Open
32
Personalized prediction of drug efficacy for diabetes treatment via patient-level sequential modeling with neural networks. Artif Intell Med 2018;85:1-6. [DOI: 10.1016/j.artmed.2018.02.004] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/25/2017] [Revised: 01/15/2018] [Accepted: 02/15/2018] [Indexed: 01/24/2023]
33
Sobrinho A, da Silva LD, Perkusich A, Pinheiro ME, Cunha P. Design and evaluation of a mobile application to assist the self-monitoring of the chronic kidney disease in developing countries. BMC Med Inform Decis Mak 2018;18:7. [PMID: 29329530 PMCID: PMC5767024 DOI: 10.1186/s12911-018-0587-9] [Citation(s) in RCA: 23] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/11/2017] [Accepted: 01/05/2018] [Indexed: 12/13/2022]  Open
34
Disease Diagnosis in Smart Healthcare: Innovation, Technologies and Applications. SUSTAINABILITY 2017. [DOI: 10.3390/su9122309] [Citation(s) in RCA: 72] [Impact Index Per Article: 10.3] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
35
Han L, Luo S, Wang H, Pan L, Ma X, Zhang T. An Intelligible Risk Stratification Model Based on Pairwise and Size Constrained Kmeans. IEEE J Biomed Health Inform 2017;21:1288-1296. [DOI: 10.1109/jbhi.2016.2633403] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022]
36
Kavakiotis I, Tsave O, Salifoglou A, Maglaveras N, Vlahavas I, Chouvarda I. Machine Learning and Data Mining Methods in Diabetes Research. Comput Struct Biotechnol J 2017;15:104-116. [PMID: 28138367 PMCID: PMC5257026 DOI: 10.1016/j.csbj.2016.12.005] [Citation(s) in RCA: 332] [Impact Index Per Article: 47.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/15/2016] [Revised: 12/20/2016] [Accepted: 12/27/2016] [Indexed: 12/14/2022]  Open
37
Reliable prediction of anti-diabetic drug failure using a reject option. Pattern Anal Appl 2016. [DOI: 10.1007/s10044-016-0585-4] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/20/2022]
38
Yilmaz T, Kılıç MA, Erdoğan M, Çayören M, Tunaoğlu D, Kurtoğlu İ, Yaslan Y, Çayören H, Arkan AE, Teksöz S, Cancan G, Kepil N, Erdamar S, Özcan M, Akduman İ, Kalkan T. Machine learning aided diagnosis of hepatic malignancies through in vivo dielectric measurements with microwaves. Phys Med Biol 2016;61:5089-5102. [PMID: 27321132 DOI: 10.1088/0031-9155/61/13/5089] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
39
Luo G. Automatically explaining machine learning prediction results: a demonstration on type 2 diabetes risk prediction. Health Inf Sci Syst 2016;4:2. [PMID: 26958341 PMCID: PMC4782293 DOI: 10.1186/s13755-016-0015-4] [Citation(s) in RCA: 64] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/06/2016] [Accepted: 03/01/2016] [Indexed: 11/10/2022]  Open
40
Shar PA, Tao W, Gao S, Huang C, Li B, Zhang W, Shahen M, Zheng C, Bai Y, Wang Y. Pred-binding: large-scale protein-ligand binding affinity prediction. J Enzyme Inhib Med Chem 2016;31:1443-50. [PMID: 26888050 DOI: 10.3109/14756366.2016.1144594] [Citation(s) in RCA: 27] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/17/2023]  Open
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