Machine learning as a support tool for early diagnosis in children with autism spectrum disorder: A systematic review of the literature - Scopus

Willian Javier Ocampo-Pazos; Carina Soledad González-González

doi:10.1109/JICV59748.2023.10565642

Machine learning as a support tool for early diagnosis in children with autism spectrum disorder: A systematic review of the literature - Scopus

Willian Javier Ocampo-Pazos, Carina Soledad González-González

Producción científica: Capítulo del libro/informe/acta de congreso › Contribución de conferencia › revisión exhaustiva

1 Cita (Scopus)

Resumen

Autism Spectrum Disorder (ASD) is “a developmental disability caused by differences in the brain [1]”. With this background, the need arises to find a support tool for early diagnosis in children with autism, where machine learning and deep learning algorithms are currently available. In addition, it can be noted that it is important to have "current knowledge of the subject [2, p. 98]”, and as an initial step, the agile framework for systematic reviews of literature in formative research was used, and a thematic index was established, identifying variables and levels of variation. Likewise, the searches were semantically structured and the search scripts related to the search sprints were developed. As a result, 143 and 189 articles per sprint were found, and 6 papers that are common in the search sprint A and B were selected, which serve as the first reference in a research plan.

Idioma original	Inglés
Título de la publicación alojada	Proceedings - JICV 2023
Subtítulo de la publicación alojada	13th International Conference on Virtual Campus
Editores	Fernando Moreira, Carina S. Gonzalez-Gonzalez, Alfonso Infante-Moro, Juan C. Infante-Moro, Julia Gallardo-Perez, Alicia Garcia-Holgado, Francisco Jose Garcia-Penalvo
Editorial	Institute of Electrical and Electronics Engineers Inc.
ISBN (versión digital)	9798350343441
DOI	https://doi.org/10.1109/JICV59748.2023.10565642
Estado	Publicada - 2023
Publicado de forma externa	Sí
Evento	13th International Conference on Virtual Campus, JICV 2023 - Porto, Portugal Duración: 25 sep. 2023 → 26 sep. 2023

Serie de la publicación

Nombre	Proceedings - JICV 2023: 13th International Conference on Virtual Campus

Conferencia

Conferencia	13th International Conference on Virtual Campus, JICV 2023
País/Territorio	Portugal
Ciudad	Porto
Período	25/09/23 → 26/09/23

Nota bibliográfica

Publisher Copyright:
©2023 IEEE.

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10.1109/JICV59748.2023.10565642

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Ocampo-Pazos, W. J., & González-González, C. S. (2023). Machine learning as a support tool for early diagnosis in children with autism spectrum disorder: A systematic review of the literature - Scopus. En F. Moreira, C. S. Gonzalez-Gonzalez, A. Infante-Moro, J. C. Infante-Moro, J. Gallardo-Perez, A. Garcia-Holgado, & F. J. Garcia-Penalvo (Eds.), Proceedings - JICV 2023: 13th International Conference on Virtual Campus (Proceedings - JICV 2023: 13th International Conference on Virtual Campus). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/JICV59748.2023.10565642

Ocampo-Pazos, Willian Javier ; González-González, Carina Soledad. / Machine learning as a support tool for early diagnosis in children with autism spectrum disorder : A systematic review of the literature - Scopus. Proceedings - JICV 2023: 13th International Conference on Virtual Campus. editor / Fernando Moreira ; Carina S. Gonzalez-Gonzalez ; Alfonso Infante-Moro ; Juan C. Infante-Moro ; Julia Gallardo-Perez ; Alicia Garcia-Holgado ; Francisco Jose Garcia-Penalvo. Institute of Electrical and Electronics Engineers Inc., 2023. (Proceedings - JICV 2023: 13th International Conference on Virtual Campus).

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title = "Machine learning as a support tool for early diagnosis in children with autism spectrum disorder: A systematic review of the literature - Scopus",

abstract = "Autism Spectrum Disorder (ASD) is “a developmental disability caused by differences in the brain [1]”. With this background, the need arises to find a support tool for early diagnosis in children with autism, where machine learning and deep learning algorithms are currently available. In addition, it can be noted that it is important to have {"}current knowledge of the subject [2, p. 98]”, and as an initial step, the agile framework for systematic reviews of literature in formative research was used, and a thematic index was established, identifying variables and levels of variation. Likewise, the searches were semantically structured and the search scripts related to the search sprints were developed. As a result, 143 and 189 articles per sprint were found, and 6 papers that are common in the search sprint A and B were selected, which serve as the first reference in a research plan.",

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author = "Ocampo-Pazos, {Willian Javier} and Gonz{\'a}lez-Gonz{\'a}lez, {Carina Soledad}",

note = "Publisher Copyright: {\textcopyright}2023 IEEE.; 13th International Conference on Virtual Campus, JICV 2023 ; Conference date: 25-09-2023 Through 26-09-2023",

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doi = "10.1109/JICV59748.2023.10565642",

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Ocampo-Pazos, WJ & González-González, CS 2023, Machine learning as a support tool for early diagnosis in children with autism spectrum disorder: A systematic review of the literature - Scopus. En F Moreira, CS Gonzalez-Gonzalez, A Infante-Moro, JC Infante-Moro, J Gallardo-Perez, A Garcia-Holgado & FJ Garcia-Penalvo (eds.), Proceedings - JICV 2023: 13th International Conference on Virtual Campus. Proceedings - JICV 2023: 13th International Conference on Virtual Campus, Institute of Electrical and Electronics Engineers Inc., 13th International Conference on Virtual Campus, JICV 2023, Porto, Portugal, 25/09/23. https://doi.org/10.1109/JICV59748.2023.10565642

Machine learning as a support tool for early diagnosis in children with autism spectrum disorder: A systematic review of the literature - Scopus. / Ocampo-Pazos, Willian Javier; González-González, Carina Soledad.
Proceedings - JICV 2023: 13th International Conference on Virtual Campus. ed. / Fernando Moreira; Carina S. Gonzalez-Gonzalez; Alfonso Infante-Moro; Juan C. Infante-Moro; Julia Gallardo-Perez; Alicia Garcia-Holgado; Francisco Jose Garcia-Penalvo. Institute of Electrical and Electronics Engineers Inc., 2023. (Proceedings - JICV 2023: 13th International Conference on Virtual Campus).

Producción científica: Capítulo del libro/informe/acta de congreso › Contribución de conferencia › revisión exhaustiva

TY - GEN

T1 - Machine learning as a support tool for early diagnosis in children with autism spectrum disorder

T2 - 13th International Conference on Virtual Campus, JICV 2023

AU - Ocampo-Pazos, Willian Javier

AU - González-González, Carina Soledad

PY - 2023

Y1 - 2023

N2 - Autism Spectrum Disorder (ASD) is “a developmental disability caused by differences in the brain [1]”. With this background, the need arises to find a support tool for early diagnosis in children with autism, where machine learning and deep learning algorithms are currently available. In addition, it can be noted that it is important to have "current knowledge of the subject [2, p. 98]”, and as an initial step, the agile framework for systematic reviews of literature in formative research was used, and a thematic index was established, identifying variables and levels of variation. Likewise, the searches were semantically structured and the search scripts related to the search sprints were developed. As a result, 143 and 189 articles per sprint were found, and 6 papers that are common in the search sprint A and B were selected, which serve as the first reference in a research plan.

AB - Autism Spectrum Disorder (ASD) is “a developmental disability caused by differences in the brain [1]”. With this background, the need arises to find a support tool for early diagnosis in children with autism, where machine learning and deep learning algorithms are currently available. In addition, it can be noted that it is important to have "current knowledge of the subject [2, p. 98]”, and as an initial step, the agile framework for systematic reviews of literature in formative research was used, and a thematic index was established, identifying variables and levels of variation. Likewise, the searches were semantically structured and the search scripts related to the search sprints were developed. As a result, 143 and 189 articles per sprint were found, and 6 papers that are common in the search sprint A and B were selected, which serve as the first reference in a research plan.

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M3 - Conference contribution

AN - SCOPUS:85197803534

T3 - Proceedings - JICV 2023: 13th International Conference on Virtual Campus

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A2 - Moreira, Fernando

A2 - Gonzalez-Gonzalez, Carina S.

A2 - Infante-Moro, Alfonso

A2 - Infante-Moro, Juan C.

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PB - Institute of Electrical and Electronics Engineers Inc.

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ER -

Ocampo-Pazos WJ, González-González CS. Machine learning as a support tool for early diagnosis in children with autism spectrum disorder: A systematic review of the literature - Scopus. En Moreira F, Gonzalez-Gonzalez CS, Infante-Moro A, Infante-Moro JC, Gallardo-Perez J, Garcia-Holgado A, Garcia-Penalvo FJ, editores, Proceedings - JICV 2023: 13th International Conference on Virtual Campus. Institute of Electrical and Electronics Engineers Inc. 2023. (Proceedings - JICV 2023: 13th International Conference on Virtual Campus). doi: 10.1109/JICV59748.2023.10565642

Machine learning as a support tool for early diagnosis in children with autism spectrum disorder: A systematic review of the literature - Scopus

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