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For: Pleuss JD, Talty K, Morse S, Kuiper P, Scioletti M, Heymsfield SB, Thomas DM. A machine learning approach relating 3D body scans to body composition in humans. Eur J Clin Nutr 2018;73:200-208. [PMID: 30315314 DOI: 10.1038/s41430-018-0337-1] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/30/2018] [Accepted: 09/05/2018] [Indexed: 11/09/2022]
Number Cited by Other Article(s)
1
Zheng C, Qing T, Li M, Liao S, Luo B, Tang C, Lv J. GDM-BC: Non-invasive body composition dataset for intelligent prediction of Gestational Diabetes Mellitus. Comput Biol Med 2025;192:110176. [PMID: 40273822 DOI: 10.1016/j.compbiomed.2025.110176] [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: 10/14/2024] [Revised: 04/04/2025] [Accepted: 04/07/2025] [Indexed: 04/26/2025]
2
Jo A, Orlando FA, Mainous AG. Editorial: Body composition assessment and future disease risk. Front Med (Lausanne) 2025;12:1617729. [PMID: 40406403 PMCID: PMC12095245 DOI: 10.3389/fmed.2025.1617729] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/24/2025] [Accepted: 04/25/2025] [Indexed: 05/26/2025]  Open
3
Zheng Y, Long Z, Feng B, Cheng R, Vaziri K, Hahn JK. D3BT: Dynamic 3D Body Transformer for Body Fat Percentage Assessment. IEEE J Biomed Health Inform 2025;29:848-856. [PMID: 40030554 PMCID: PMC12083870 DOI: 10.1109/jbhi.2024.3510519] [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] [Indexed: 03/05/2025]
4
Nosrati M, Seifi N, Hosseini N, Ferns GA, Kimiafar K, Ghayour-Mobarhan M. Essential dataset features in a successful obesity registry: a systematic review. Int Health 2025;17:8-22. [PMID: 38366720 PMCID: PMC11697092 DOI: 10.1093/inthealth/ihae017] [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: 09/23/2023] [Revised: 01/17/2024] [Accepted: 01/30/2024] [Indexed: 02/18/2024]  Open
5
Anaya G, Pettee Gabriel K, St‐Onge M, van Horn LV, Alfini A, Badon SE, Boushey C, Brown A, Depner CM, Diaz KM, Doherty A, Dooley EE, Dumuid D, Fernandez‐Mendoza J, Grandner MA, Herrick KA, Hu FB, Knutson KL, Paluch A, Pratt CA, Reis JP, Schrack J, Shams‐White MM, Thomas D, Tucker KL, Vadiveloo MK, Wolff‐Hughes DL, Hong Y. Optimal Instruments for Measurement of Dietary Intake, Physical Activity, and Sleep Among Adults in Population-Based Studies: Report of a National Heart, Lung, and Blood Institute Workshop. J Am Heart Assoc 2024;13:e035818. [PMID: 39424410 PMCID: PMC11935729 DOI: 10.1161/jaha.124.035818] [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: 10/21/2024]
6
Gutiérrez-Gallego A, Zamorano-León JJ, Parra-Rodríguez D, Zekri-Nechar K, Velasco JM, Garnica Ó, Jiménez-García R, López-de-Andrés A, Cuadrado-Corrales N, Carabantes-Alarcón D, Lahera V, Martínez-Martínez CH, Hidalgo JI. Combination of Machine Learning Techniques to Predict Overweight/Obesity in Adults. J Pers Med 2024;14:816. [PMID: 39202009 PMCID: PMC11355742 DOI: 10.3390/jpm14080816] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/27/2024] [Revised: 07/22/2024] [Accepted: 07/27/2024] [Indexed: 09/03/2024]  Open
7
Aguas-Ayesa M, Yárnoz-Esquiroz P, Perdomo CM, Olazarán L, Vegas-Aguilar IM, García-Almeida JM, Gómez-Ambrosi J, Frühbeck G. Revisiting the beyond BMI paradigm in excess weight diagnosis and management: A call to action. Eur J Clin Invest 2024;54:e14218. [PMID: 38629697 DOI: 10.1111/eci.14218] [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: 03/09/2024] [Revised: 04/02/2024] [Accepted: 04/03/2024] [Indexed: 06/06/2024]
8
Tinsley GM, Rodriguez C, Siedler MR, Tinoco E, White SJ, LaValle C, Brojanac A, DeHaven B, Rasco J, Florez CM, Graybeal AJ. Mobile phone applications for 3-dimensional scanning and digital anthropometry: a precision comparison with traditional scanners. Eur J Clin Nutr 2024;78:509-514. [PMID: 38454153 DOI: 10.1038/s41430-024-01424-w] [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: 10/03/2023] [Revised: 02/19/2024] [Accepted: 02/20/2024] [Indexed: 03/09/2024]
9
Nield L, Thelwell M, Chan A, Choppin S, Marshall S. Patient perceptions of three-dimensional (3D) surface imaging technology and traditional methods used to assess anthropometry. OBESITY PILLARS (ONLINE) 2024;9:100100. [PMID: 38357215 PMCID: PMC10865393 DOI: 10.1016/j.obpill.2024.100100] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 11/17/2023] [Revised: 01/16/2024] [Accepted: 01/17/2024] [Indexed: 02/16/2024]
10
Lan L, Feng K, Wu Y, Zhang W, Wei L, Che H, Xue L, Gao Y, Tao J, Qian S, Cao W, Zhang J, Wang C, Tian M. Phenomic Imaging. PHENOMICS (CHAM, SWITZERLAND) 2023;3:597-612. [PMID: 38223684 PMCID: PMC10781914 DOI: 10.1007/s43657-023-00128-8] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 12/23/2021] [Revised: 08/13/2023] [Accepted: 08/17/2023] [Indexed: 01/16/2024]
11
Guarnieri Lopez M, Matthes KL, Sob C, Bender N, Staub K. Associations between 3D surface scanner derived anthropometric measurements and body composition in a cross-sectional study. Eur J Clin Nutr 2023;77:972-981. [PMID: 37479806 PMCID: PMC10564621 DOI: 10.1038/s41430-023-01309-4] [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: 10/31/2022] [Revised: 07/10/2023] [Accepted: 07/11/2023] [Indexed: 07/23/2023]
12
Ashby N, Jake LaPorte G, Richardson D, Scioletti M, Heymsfield SB, Shepherd JA, McGurk M, Bustillos B, Gist N, Thomas DM. Translating digital anthropometry measurements obtained from different 3D body image scanners. Eur J Clin Nutr 2023;77:872-880. [PMID: 37165098 DOI: 10.1038/s41430-023-01289-5] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/23/2022] [Revised: 03/31/2023] [Accepted: 04/25/2023] [Indexed: 05/12/2023]
13
Santhanam P, Nath T, Peng C, Bai H, Zhang H, Ahima RS, Chellappa R. Artificial intelligence and body composition. Diabetes Metab Syndr 2023;17:102732. [PMID: 36867973 DOI: 10.1016/j.dsx.2023.102732] [Citation(s) in RCA: 12] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/25/2022] [Revised: 02/18/2023] [Accepted: 02/20/2023] [Indexed: 02/27/2023]
14
Machine learning-based obesity classification considering 3D body scanner measurements. Sci Rep 2023;13:3299. [PMID: 36843097 PMCID: PMC9968712 DOI: 10.1038/s41598-023-30434-0] [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: 07/28/2022] [Accepted: 02/22/2023] [Indexed: 02/27/2023]  Open
15
Harty PS, Friedl KE, Nindl BC, Harry JR, Vellers HL, Tinsley GM. Military Body Composition Standards and Physical Performance: Historical Perspectives and Future Directions. J Strength Cond Res 2022;36:3551-3561. [PMID: 34593729 DOI: 10.1519/jsc.0000000000004142] [Citation(s) in RCA: 13] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
16
Machine Learning Enabled 3D Body Measurement Estimation Using Hybrid Feature Selection and Bayesian Search. APPLIED SCIENCES-BASEL 2022. [DOI: 10.3390/app12147253] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/10/2022]
17
Thelwell M, Bullas A, Kühnapfel A, Hart J, Ahnert P, Wheat J, Loeffler M, Scholz M, Choppin S. Modelling of human torso shape variation inferred by geometric morphometrics. PLoS One 2022;17:e0265255. [PMID: 35271672 PMCID: PMC8912174 DOI: 10.1371/journal.pone.0265255] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/25/2021] [Accepted: 02/26/2022] [Indexed: 02/06/2023]  Open
18
Safaei M, Sundararajan EA, Driss M, Boulila W, Shapi'i A. A systematic literature review on obesity: Understanding the causes & consequences of obesity and reviewing various machine learning approaches used to predict obesity. Comput Biol Med 2021;136:104754. [PMID: 34426171 DOI: 10.1016/j.compbiomed.2021.104754] [Citation(s) in RCA: 266] [Impact Index Per Article: 66.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/26/2021] [Revised: 08/05/2021] [Accepted: 08/05/2021] [Indexed: 01/02/2023]
19
Associations between relative body fat and areal body surface roughness characteristics in 3D photonic body scans-a proof of feasibility. Int J Obes (Lond) 2021;45:906-913. [PMID: 33589772 PMCID: PMC8005374 DOI: 10.1038/s41366-021-00758-w] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/02/2020] [Revised: 11/29/2020] [Accepted: 01/13/2021] [Indexed: 11/08/2022]
20
Thelwell M, Chiu CY, Bullas A, Hart J, Wheat J, Choppin S. How shape-based anthropometry can complement traditional anthropometric techniques: a cross-sectional study. Sci Rep 2020;10:12125. [PMID: 32699270 PMCID: PMC7376175 DOI: 10.1038/s41598-020-69099-4] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/26/2020] [Accepted: 07/07/2020] [Indexed: 11/09/2022]  Open
21
Sager R, Güsewell S, Rühli F, Bender N, Staub K. Multiple measures derived from 3D photonic body scans improve predictions of fat and muscle mass in young Swiss men. PLoS One 2020;15:e0234552. [PMID: 32525949 PMCID: PMC7289400 DOI: 10.1371/journal.pone.0234552] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/29/2019] [Accepted: 05/28/2020] [Indexed: 12/28/2022]  Open
22
Identification of Risk Factors Associated with Obesity and Overweight-A Machine Learning Overview. SENSORS 2020;20:s20092734. [PMID: 32403349 PMCID: PMC7248873 DOI: 10.3390/s20092734] [Citation(s) in RCA: 81] [Impact Index Per Article: 16.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 03/18/2020] [Revised: 05/04/2020] [Accepted: 05/07/2020] [Indexed: 02/06/2023]
23
Frenzel A, Binder H, Walter N, Wirkner K, Loeffler M, Loeffler-Wirth H. The aging human body shape. NPJ Aging Mech Dis 2020;6:5. [PMID: 32218988 PMCID: PMC7093543 DOI: 10.1038/s41514-020-0043-9] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/29/2019] [Accepted: 02/20/2020] [Indexed: 01/09/2023]  Open
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