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Volumn 7, Issue 5, 2017, Pages

Crowdsourced validation of a machine-learning classification system for autism and ADHD

Author keywords

[No Author keywords available]

Indexed keywords

AREA UNDER THE CURVE; ARTICLE; ATTENTION DEFICIT DISORDER; AUTISM; CHILD; CHILD BEHAVIOR; CLASSIFIER; COMPARATIVE STUDY; CONTROLLED STUDY; CROWDSOURCING; DISEASE CLASSIFICATION; FEMALE; HEALTH SURVEY; HUMAN; MAJOR CLINICAL STUDY; MALE; RECEIVER OPERATING CHARACTERISTIC; SCHOOL CHILD; SOCIAL ADAPTATION; ADOLESCENT; ALGORITHM; DIFFERENTIAL DIAGNOSIS; MACHINE LEARNING; PRESCHOOL CHILD; PROCEDURES; PSYCHOLOGY; RISK ASSESSMENT; UNITED STATES; UTILIZATION;

EID: 85019409319     PISSN: None     EISSN: 21583188     Source Type: Journal    
DOI: 10.1038/tp.2017.86     Document Type: Article
Times cited : (72)

References (28)
  • 1
    • 84898957499 scopus 로고    scopus 로고
    • Prevalence of autism spectrum disorder among children aged 8 years-A utism and developmental disabilities monitoring network, 11 sites, United States, 2010
    • Developmental Disabilities Monitoring Network Surveillance Year Principal I.
    • Developmental Disabilities Monitoring Network Surveillance Year Principal I. Prevalence of autism spectrum disorder among children aged 8 years-A utism and developmental disabilities monitoring network, 11 sites, United States, 2010. MMWR Surveil Summ 2014; 63(Suppl 2): 1-21.
    • (2014) MMWR Surveil Summ , vol.63 , pp. 1-21
  • 2
    • 84890546014 scopus 로고    scopus 로고
    • Trends in the parent-report of health care provider-diagnosed and medicated attention-deficit/hyperactivity disorder: United States 2003-2011
    • Visser SN, Danielson ML, Bitsko RH, Holbrook JR, Kogan MD, Ghandour RM, et al. Trends in the parent-report of health care provider-diagnosed and medicated attention-deficit/hyperactivity disorder: United States, 2003-2011. J Am Acad Child Adolesc Psychiatry 2014; 53: 34-46 e32.
    • (2014) J Am Acad Child Adolesc Psychiatry , vol.53 , Issue.34-46 , pp. e32
    • Visser, S.N.1    Danielson, M.L.2    Bitsko, R.H.3    Holbrook, J.R.4    Kogan, M.D.5    Ghandour, R.M.6
  • 3
    • 84924406839 scopus 로고    scopus 로고
    • Comorbidity of autism spectrum disorder and attention deficit with hyperactivity. A review study]
    • Berenguer-Forner C, Miranda-Casas A, Pastor-Cerezuela G, Rosello-Miranda R. [Comorbidity of autism spectrum disorder and attention deficit with hyperactivity. A review study]. Rev Neurol 2015; 60(Suppl 1): S37-S43.
    • (2015) Rev Neurol , vol.60 , pp. S37-S43
    • Berenguer-Forner, C.1    Miranda-Casas, A.2    Pastor-Cerezuela, G.3    Rosello-Miranda, R.4
  • 4
    • 33750371490 scopus 로고    scopus 로고
    • Examination of the time between first evaluation and first autism spectrum diagnosis in a population-based sample
    • Wiggins LD, Baio J, Rice C. Examination of the time between first evaluation and first autism spectrum diagnosis in a population-based sample. J Dev Behav Pediatr 2006; 27(2 Suppl): S79-S87.
    • (2006) J Dev Behav Pediatr , vol.27 , Issue.2 , pp. S79-S87
    • Wiggins, L.D.1    Baio, J.2    Rice, C.3
  • 5
    • 84906936293 scopus 로고    scopus 로고
    • Predicting autism diagnosis by 7 years of age using parent report of infant social communication skills
    • Veness C, Prior M, Eadie P, Bavin E, Reilly S. Predicting autism diagnosis by 7 years of age using parent report of infant social communication skills. J Paediatr Child Health 2014; 50: 693-700.
    • (2014) J Paediatr Child Health , vol.50 , pp. 693-700
    • Veness, C.1    Prior, M.2    Eadie, P.3    Bavin, E.4    Reilly, S.5
  • 6
    • 79952808639 scopus 로고    scopus 로고
    • Parents' first concerns of their child's development in toddlers with autism spectrum disorders
    • Kozlowski AM, Matson JL, Horovitz M, Worley JA, Neal D. Parents' first concerns of their child's development in toddlers with autism spectrum disorders. Dev Neurorehabil 2011; 14: 72-78.
    • (2011) Dev Neurorehabil , vol.14 , pp. 72-78
    • Kozlowski, A.M.1    Matson, J.L.2    Horovitz, M.3    Worley, J.A.4    Neal, D.5
  • 8
    • 78650699509 scopus 로고    scopus 로고
    • Stability of symptoms of autism spectrum disorders in toddlers: An examination using the Baby and Infant Screen for Children with aUtIsm Traits-Part 1 (BISCUIT)
    • Worley JA, Matson JL, Mahan S, Kozlowski AM, Neal D. Stability of symptoms of autism spectrum disorders in toddlers: An examination using the Baby and Infant Screen for Children with aUtIsm Traits-Part 1 (BISCUIT). Dev Neurorehabil 2011; 14: 36-40.
    • (2011) Dev Neurorehabil , vol.14 , pp. 36-40
    • Worley, J.A.1    Matson, J.L.2    Mahan, S.3    Kozlowski, A.M.4    Neal, D.5
  • 10
    • 84984585992 scopus 로고    scopus 로고
    • Association between diagnosed ADHD and selected characteristics among children aged 4-17 years: United States, 2011-2013
    • Pastor P, Reuben C, Duran C, Hawkins L. Association between diagnosed ADHD and selected characteristics among children aged 4-17 years: United States, 2011-2013. NCHS Data Brief 2015; 201.
    • (2015) NCHS Data Brief , pp. 201
    • Pastor, P.1    Reuben, C.2    Duran, C.3    Hawkins, L.4
  • 11
    • 34147123692 scopus 로고    scopus 로고
    • The Autism Diagnostic Observation Schedule: Revised algorithms for improved diagnostic validity
    • Gotham K, Risi S, Pickles A, Lord C. The Autism Diagnostic Observation Schedule: Revised algorithms for improved diagnostic validity. J Autism Dev Disord 2007; 37: 613-627.
    • (2007) J Autism Dev Disord , vol.37 , pp. 613-627
    • Gotham, K.1    Risi, S.2    Pickles, A.3    Lord, C.4
  • 12
    • 0027997172 scopus 로고
    • Autism Diagnostic Interview-Revised: A revised version of a diagnostic interview for caregivers of individuals with possible pervasive developmental disorders
    • Lord C, Rutter M, Le Couteur A. Autism Diagnostic Interview-Revised: A revised version of a diagnostic interview for caregivers of individuals with possible pervasive developmental disorders. J Autism Dev Disord 1994; 24: 659-685.
    • (1994) J Autism Dev Disord , vol.24 , pp. 659-685
    • Lord, C.1    Rutter, M.2    Le Couteur, A.3
  • 13
    • 84865428954 scopus 로고    scopus 로고
    • Use of artificial intelligence to shorten the behavioral diagnosis of autism
    • Wall DP, Dally R, Luyster R, Jung JY, Deluca TF. Use of artificial intelligence to shorten the behavioral diagnosis of autism. PLoS ONE 2012; 7: E43855.
    • (2012) PLoS ONE , vol.7 , pp. E43855
    • Wall, D.P.1    Dally, R.2    Luyster, R.3    Jung, J.Y.4    Deluca, T.F.5
  • 14
    • 84859589892 scopus 로고    scopus 로고
    • Use of machine learning to shorten observation-based screening and diagnosis of autism
    • Wall DP, Kosmicki J, Deluca TF, Harstad E, Fusaro VA. Use of machine learning to shorten observation-based screening and diagnosis of autism. Transl Psychiatry 2012; 2: E100.
    • (2012) Transl Psychiatry , vol.2 , pp. E100
    • Wall, D.P.1    Kosmicki, J.2    Deluca, T.F.3    Harstad, E.4    Fusaro, V.A.5
  • 15
    • 84899692291 scopus 로고    scopus 로고
    • The potential of accelerating early detection of autism through content analysis of YouTube videos
    • Fusaro VA, Daniels J, Duda M, Deluca TF, D'Angelo O, Tamburello J, et al. The potential of accelerating early detection of autism through content analysis of YouTube videos. PLoS ONE 2014; 9: E93533.
    • (2014) PLoS ONE , vol.9 , pp. E93533
    • Fusaro, V.A.1    Daniels, J.2    Duda, M.3    Deluca, T.F.4    D'Angelo, O.5    Tamburello, J.6
  • 16
    • 84907319102 scopus 로고    scopus 로고
    • Testing the accuracy of an observation-based classifier for rapid detection of autism risk
    • Duda M, Kosmicki JA, Wall DP. Testing the accuracy of an observation-based classifier for rapid detection of autism risk. Transl Psychiatry 2014; 4: E424.
    • (2014) Transl Psychiatry , vol.4 , pp. E424
    • Duda, M.1    Kosmicki, J.A.2    Wall, D.P.3
  • 17
    • 84927748501 scopus 로고    scopus 로고
    • Searching for a minimal set of behaviors for autism detection through feature selection-based machine learning
    • Kosmicki JA, Sochat V, Duda M, Wall DP. Searching for a minimal set of behaviors for autism detection through feature selection-based machine learning. Transl Psychiatry 2015; 5: E514.
    • (2015) Transl Psychiatry , vol.5 , pp. E514
    • Kosmicki, J.A.1    Sochat, V.2    Duda, M.3    Wall, D.P.4
  • 18
    • 0141539482 scopus 로고    scopus 로고
    • Validation of a brief quantitative measure of autistic traits: Comparison of the social responsiveness scale with the autism diagnostic interview-revised
    • Constantino JN, Davis SA, Todd RD, Schindler MK, Gross MM, Brophy SL, et al. Validation of a brief quantitative measure of autistic traits: Comparison of the social responsiveness scale with the autism diagnostic interview-revised. J Autism Dev Disord 2003; 33: 427-433.
    • (2003) J Autism Dev Disord , vol.33 , pp. 427-433
    • Constantino, J.N.1    Davis, S.A.2    Todd, R.D.3    Schindler, M.K.4    Gross, M.M.5    Brophy, S.L.6
  • 19
    • 85019475930 scopus 로고    scopus 로고
    • Use of machine learning for behavioral distinction of autism and ADHD
    • Duda M, Ma R, Haber N, Wall DP. Use of machine learning for behavioral distinction of autism and ADHD. Transl Psychiatry 2016; 6: E732.
    • (2016) Transl Psychiatry , vol.6 , pp. E732
    • Duda, M.1    Ma, R.2    Haber, N.3    Wall, D.P.4
  • 20
    • 84988531468 scopus 로고    scopus 로고
    • Can we accelerate autism discoveries through crowdsourcing?
    • David MM, Babineau BA, Wall DP. Can we accelerate autism discoveries through crowdsourcing? Res Autism Spect Disord 2016; 32: 80-83.
    • (2016) Res Autism Spect Disord , vol.32 , pp. 80-83
    • David, M.M.1    Babineau, B.A.2    Wall, D.P.3
  • 23
    • 4043124032 scopus 로고    scopus 로고
    • Reliability in content analysis
    • Krippendorff K. Reliability in content analysis. Hum Commun Res 2004; 30: 411-433.
    • (2004) Hum Commun Res , vol.30 , pp. 411-433
    • Krippendorff, K.1
  • 24
    • 84862001575 scopus 로고    scopus 로고
    • Crowdsourced health research studies: An important emerging complement to clinical trials in the public health research ecosystem
    • Swan M. Crowdsourced health research studies: An important emerging complement to clinical trials in the public health research ecosystem. J Med Internet Res 2012; 14: E46.
    • (2012) J Med Internet Res , vol.14 , pp. E46
    • Swan, M.1
  • 25
    • 62049084378 scopus 로고    scopus 로고
    • Research electronic data capture (REDCap)-a metadata-driven methodology and workflow process for providing translational research informatics support
    • Harris PA, Taylor R, Thielke R, Payne J, Gonzalez N, Conde JG. Research electronic data capture (REDCap)-a metadata-driven methodology and workflow process for providing translational research informatics support. J Biomed Inform 2009; 42: 377-381.
    • (2009) J Biomed Inform , vol.42 , pp. 377-381
    • Harris, P.A.1    Taylor, R.2    Thielke, R.3    Payne, J.4    Gonzalez, N.5    Conde, J.G.6
  • 27
    • 0000764772 scopus 로고
    • The use of multiple measurements in taxonomic problems
    • Fisher RA. The use of multiple measurements in taxonomic problems. Ann Eugenic 1936; 7: 179-188.
    • (1936) Ann Eugenic , vol.7 , pp. 179-188
    • Fisher, R.A.1
  • 28
    • 16244401458 scopus 로고    scopus 로고
    • Regularization and variable selection via the elastic net
    • Zou H, Hastie T. Regularization and variable selection via the elastic net. J Roy Stat Soc B 2005; 67: 301-320.
    • (2005) J Roy Stat Soc B , vol.67 , pp. 301-320
    • Zou, H.1    Hastie, T.2


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