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Volumn 3, Issue 2, 2016, Pages

Machine learning to improve energy expenditure estimation in children with disabilities: A pilot study in duchenne muscular dystrophy

Author keywords

Accelerometry; Children; Heart rate; Neuromuscular disease; Physical activity

Indexed keywords


EID: 85041419075     PISSN: None     EISSN: 23692529     Source Type: Journal    
DOI: 10.2196/rehab.4340     Document Type: Article
Times cited : (7)

References (20)
  • 1
    • 84872463842 scopus 로고    scopus 로고
    • Classification accuracies of physical activities using smartphone motion sensors
    • [FREE Full text] [doi] [Medline: 23041431]
    • Wu W, Dasgupta S, Ramirez EE, Peterson C, Norman GJ. Classification accuracies of physical activities using smartphone motion sensors. J Med Internet Res 2012; 14(5):e130 [FREE Full text] [doi: 10.2196/jmir.2208] [Medline: 23041431]
    • (2012) J Med Internet Res , vol.14 , Issue.5 , pp. e130
    • Wu, W1    Dasgupta, S2    Ramirez, EE3    Peterson, C4    Norman, GJ.5
  • 2
    • 84872465710 scopus 로고    scopus 로고
    • Increasing physical activity with mobile devices: A meta-analysis
    • [FREE Full text] [doi] [Medline: 23171838]
    • Fanning J, Mullen S, McAuley E. Increasing physical activity with mobile devices: A meta-analysis. J Med Internet Res 2012; 14(6):e161 [FREE Full text] [doi: 10.2196/jmir.2171] [Medline: 23171838]
    • (2012) J Med Internet Res , vol.14 , Issue.6 , pp. e161
    • Fanning, J1    Mullen, S2    McAuley, E.3
  • 3
    • 84862023242 scopus 로고    scopus 로고
    • Using smartphone technology to monitor physical activity in the 10, 000 Steps program: A matched case-control trial
    • [FREE Full text] [doi] [Medline: 22522112]
    • Kirwan M, Duncan M, Vandelanotte C, Mummery W. Using smartphone technology to monitor physical activity in the 10, 000 Steps program: A matched case-control trial. J Med Internet Res 2012; 14(2):e55 [FREE Full text] [doi: 10.2196/jmir.1950] [Medline: 22522112]
    • (2012) J Med Internet Res , vol.14 , Issue.2 , pp. e55
    • Kirwan, M1    Duncan, M2    Vandelanotte, C3    Mummery, W.4
  • 4
    • 0036838246 scopus 로고    scopus 로고
    • Physical activity, health impairments, and disability in neuromuscular disease
    • Nov; (Suppl): [doi] [Medline: 12409816]
    • McDonald CM. Physical activity, health impairments, and disability in neuromuscular disease. Am J Phys Med Rehabil 2002 Nov; 81(11 Suppl):S108-S120. [doi: 10.1097/01.PHM.0000029767.43578.3C] [Medline: 12409816]
    • (2002) Am J Phys Med Rehabil , vol.81 , Issue.11 , pp. S108-S120
    • McDonald, CM.1
  • 5
    • 63049091166 scopus 로고    scopus 로고
    • Assessment of physical activity: A critical appraisal
    • Apr; [doi] [Medline: 19205725]
    • Westerterp KR. Assessment of physical activity: A critical appraisal. Eur J Appl Physiol 2009 Apr; 105(6):823-828. [doi: 10.1007/s00421-009-1000-2] [Medline: 19205725]
    • (2009) Eur J Appl Physiol , vol.105 , Issue.6 , pp. 823-828
    • Westerterp, KR.1
  • 6
    • 44949236175 scopus 로고    scopus 로고
    • Accuracy of the Actiheart for the assessment of energy expenditure in adults
    • Jun; [doi] [Medline: 17440515]
    • Crouter SE, Churilla JR, Bassett DR. Accuracy of the Actiheart for the assessment of energy expenditure in adults. Eur J Clin Nutr 2008 Jun; 62(6):704-711. [doi: 10.1038/sj.ejcn.1602766] [Medline: 17440515]
    • (2008) Eur J Clin Nutr , vol.62 , Issue.6 , pp. 704-711
    • Crouter, SE1    Churilla, JR2    Bassett, DR.3
  • 7
    • 0036895043 scopus 로고    scopus 로고
    • Survival in Duchenne muscular dystrophy: Improvements in life expectancy since 1967 and the impact of home nocturnal ventilation
    • Dec; [Medline: 12467747]
    • Eagle M, Baudouin SV, Chandler C, Giddings DR, Bullock R, Bushby K. Survival in Duchenne muscular dystrophy: Improvements in life expectancy since 1967 and the impact of home nocturnal ventilation. Neuromuscul Disord 2002 Dec; 12(10):926-929. [Medline: 12467747]
    • (2002) Neuromuscul Disord , vol.12 , Issue.10 , pp. 926-929
    • Eagle, M1    Baudouin, SV2    Chandler, C3    Giddings, DR4    Bullock, R5    Bushby, K.6
  • 8
    • 3343021881 scopus 로고    scopus 로고
    • Accuracy and reliability of a Cosmed K4b2 portable gas analysis system
    • Duffield R, Dawson B, Pinnington HC, Wong P. Accuracy and reliability of a Cosmed K4b2 portable gas analysis system. J Sci Med 2004; 7(1):11-22.
    • (2004) J Sci Med , vol.7 , Issue.1 , pp. 11-22
    • Duffield, R1    Dawson, B2    Pinnington, HC3    Wong, P.4
  • 9
    • 84856953421 scopus 로고    scopus 로고
    • Decreased resting energy expenditure in patients with Duchenne muscular dystrophy
    • Fujiwara SM, Komaki H, Nakagawa E, Yoshimura M, Oya Y, Fujisaki T, et al. Decreased resting energy expenditure in patients with Duchenne muscular dystrophy. Brain Dev-JPN 2012; 34(3):206-212.
    • (2012) Brain Dev-JPN , vol.34 , Issue.3 , pp. 206-212
    • Fujiwara, SM1    Komaki, H2    Nakagawa, E3    Yoshimura, M4    Oya, Y5    Fujisaki, T6
  • 10
    • 84867097184 scopus 로고    scopus 로고
    • Predicting resting energy expenditure in boys with Duchenne muscular dystrophy
    • Elliott SA, Davidson ZE, Davies PSW, Truby H. Predicting resting energy expenditure in boys with Duchenne muscular dystrophy. Eur J Pediatr Neurol 2012; 16(6):631-635.
    • (2012) Eur J Pediatr Neurol , vol.16 , Issue.6 , pp. 631-635
    • Elliott, SA1    Davidson, ZE2    Davies, PSW3    Truby, H.4
  • 11
    • 84943553563 scopus 로고    scopus 로고
    • Gait energy expenditure in children with Duchenne muscular dystrophy: Case study
    • Souza M, Ferreira ME, Baptista A, Sverzut ACM. Gait energy expenditure in children with Duchenne muscular dystrophy: Case study. Fisioterapia Pesquisa 2014; 21(2):193-198.
    • (2014) Fisioterapia Pesquisa , vol.21 , Issue.2 , pp. 193-198
    • Souza, M1    Ferreira, ME2    Baptista, A3    Sverzut, ACM.4
  • 12
    • 0030211964 scopus 로고    scopus 로고
    • Bagging predictors
    • Breiman L. Bagging predictors. Machine Learning 1996; 24(2):123-140.
    • (1996) Machine Learning , vol.24 , Issue.2 , pp. 123-140
    • Breiman, L.1
  • 14
    • 84876137438 scopus 로고    scopus 로고
    • Knowledge discovery and data mining in pavement inverse analysis
    • Gopalakrishnan K, Agrawal A, Ceylan H, Kim S, Choudhary A. Knowledge discovery and data mining in pavement inverse analysis. Transport 2013; 28(1):1.
    • (2013) Transport , vol.28 , Issue.1 , pp. 1
    • Gopalakrishnan, K1    Agrawal, A2    Ceylan, H3    Kim, S4    Choudhary, A.5
  • 15
    • 84881349743 scopus 로고    scopus 로고
    • Development of a 5 year life expectancy index in older adults using predictive mining of electronic health record data
    • Mathias J, Agrawal A, Feinglass J, Cooper AJ, Baker DW, Choudhary A. Development of a 5 year life expectancy index in older adults using predictive mining of electronic health record data. J Am Med Inform Assn 2013:e118-e124.
    • (2013) J Am Med Inform Assn , pp. e118-e124
    • Mathias, J1    Agrawal, A2    Feinglass, J3    Cooper, AJ4    Baker, DW5    Choudhary, A.6
  • 19
    • 84858780027 scopus 로고    scopus 로고
    • Accuracy of fitbit activity monitor to predict energy expenditure with and without classification of activities
    • Dannecker K, Petro SA, Melanson EL, Browning RC. Accuracy of fitbit activity monitor to predict energy expenditure with and without classification of activities. Med Sci Sport Exer 2011; 43(5):62.
    • (2011) Med Sci Sport Exer , vol.43 , Issue.5 , pp. 62
    • Dannecker, K1    Petro, SA2    Melanson, EL3    Browning, RC.4


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.