|
[1] 2021 Global Burden of Disease (GBD)[online database]. Seattle: Institute for Health Metrics and Evaluation[EB/OL].[2026-01-26]. https://vizhub.healthdata.org/gbd-results. [2] Shaw KA, Williams S, Patrick ME, et al. Prevalence and early identification of autism spectrum disorder among children aged 4 and 8 years — autism and developmental disabilities monitoring network, 16 Sites, United States, 2022[J]. 2025, 74(2). [3] Jiang X, Chen X, Su J, et al.Prevalence of autism spectrum disorder in mainland china over the past 6 years: A systematic review and meta-analysis[J].BMC Psychiatry, 2024, 24(1): 404. [4] Ruzzo EK, Pérez-Cano L, Jung JY, et al.Inherited and de novo genetic risk for autism impacts shared networks[J].Cell, 2019, 178(4): 850-866.e26. [5] Loth E, Spooren W, Ham LM, et al.Identification and validation of biomarkers for autism spectrum disorders[J].Nat Rev Drug Discov, 2016, 15(1): 70-73. [6] 赵文璐,李晶.孤独症早期鉴别:从细胞通路到脑神经标记物[J].中国科学:生命科学,2025,55:98-112. Zhao WL, Li J. Early screening of autism spectrum disorders: From cellular pathway to neural marker[J]. Sci Sin Vitae, 2025, 55: 98-112. (in Chinese) [7] Coravos A, Khozin S, Mandl KD.Developing and adopting safe and effective digital biomarkers to improve patient outcomes[J].NPJ Digit Med, 2019, 2(1): 14. [8] Choo M, Park D, Cho M, et al.Exploring a multimodal approach for utilizing digital biomarkers for childhood mental health screening[J].Front Psychiatry, 2024, 15: 1348319. [9] Anzulewicz A, Sobota K, Delafield-Butt JT.Toward the autism motor signature: Gesture patterns during smart tablet gameplay identify children with autism[J].Sci Rep, 2016, 6: 31107. [10] Moradi H, Amiri SE, Ghanavi R, et al.Autism screening using an intelligent toy car[C]//Ochoa SF, Singh P, Bravo J.Ubiquitous Computing and Ambient Intelligence: Vol.10586.Cham: Springer International Publishing, 2017: 817-827. [11] Wilson RB, Vangala S, Reetzke R, et al.Objective measurement of movement variability using wearable sensors predicts ASD outcomes in infants at high likelihood for ASD and ADHD[J].Autism Res, 2024, 17(6): 1094-1105. [12] Luongo M, Simeoli R, Marocco D, et al.Enhancing early autism diagnosis through machine learning: Exploring raw motion data for classification[J].PLoS One, 2024, 19(4): e0302238. [13] Mahmoudi-Nejad A, Moradi H, Pouretemad HR. The differences between children with autism and typically developed children in using a hand-eye-coordination video game[C]//International Conference on Ubiquitous Computing and Ambient Intelligence. Cham: Springer International Publishing,2017: 256-264. [14] Ganai UJ, Ratne A, Bhushan B, et al.Early detection of autism spectrum disorder: Gait deviations and machine learning[J].Sci Rep, 2025, 15(1): 873. [15] Posar A, Visconti P.Early motor signs in autism spectrum disorder[J].Children, 2022, 9(2): 294. [16] Wei Q, Cao H, Shi Y, et al.Machine learning based on eye-tracking data to identify autism spectrum disorder: A systematic review and meta-analysis[J].J Biomed Inform, 2023, 137: 104254. [17] Nag A, Haber N, Voss C, et al.Toward continuous social phenotyping: analyzing gaze patterns in an emotion recognition task for children with autism through wearable smart glasses[J].J Med Internet Res, 2020, 22(4): e13810. [18] Frazier TW, Strauss M, Klingemier EW, et al.A meta-analysis of gaze differences to social and nonsocial information between individuals with and without autism[J].J Am Acad Child Adolesc Psychiatry, 2017, 56(7): 546-555. [19] Shic F, Naples A J, Barney EC, et al.The autism biomarkers consortium for clinical trials: Evaluation of a battery of candidate eye-tracking biomarkers for use in autism clinical trials[J].Mol Autism, 2022, 13(1): 15. [20] Minissi ME, Chicchi Giglioli IA, Mantovani F, et al.Assessment of the autism spectrum disorder based on machine learning and social visual attention: A systematic review[J].J Autism Dev Disord, 2022, 52(5): 2187-2202. [21] Bradshaw J, Shic F, Holden AN, et al.The use of eye tracking as a biomarker of treatment outcome in a pilot randomized clinical trial for young children with autism[J].Autism Res, 2019, 12(5): 779-793. [22] Papagiannopoulou EA, Chitty KM, Hermens DF, et al.A systematic review and meta-analysis of eye-tracking studies in children with autism spectrum disorders[J].Soc Neurosci, 2014: 1-23. [23] Pierce K, Marinero S, Hazin R, et al.Eye tracking reveals abnormal visual preference for geometric images as an early biomarker of an autism spectrum disorder subtype associated with increased symptom severity[J].Biol Psychiatry, 2016, 79(8): 657-666. [24] Prothmann A, Ettrich C, Prothmann S.Preference for, and responsiveness to, people, dogs and objects in children with autism[J].Anthrozoös, 2009, 22(2): 161-171. [25] Gale CM, Eikeseth S, Klintwall L.Children with autism show atypical preference for non-social stimuli[J].Sci Rep, 2019, 9(1): 10355. [26] Carpenter KLH, Hahemi J, Campbell K, et al.Digital behavioral phenotyping detects atypical pattern of facial expression in toddlers with autism[J].Autism Res, 2021, 14(3): 488-499. [27] Lozier LM, Vanmeter JW, Marsh AA.Impairments in facial affect recognition associated with autism spectrum disorders: A meta-analysis[J].Dev Psychopathology, 2014, 26(4pt1): 933-945. [28] Deveau N, Washington P, Leblanc E, et al.Machine learning models using mobile game play accurately classify children with autism[J].Intell Based Med, 2022, 6: 100057. [29] Jyoti V, Lahiri U.Human-computer interaction based joint attention cues:Implications on functional and physiological measures for children with autism spectrum disorder[J].Comput Human Behav, 2020, 104: 106163. [30] Minissi ME, Altozano A, Marin-Morales J, et al. Realidad virtual y biomarcadores digitales: Una herramienta clínica para el diagnóstico del autismo[J]. Medicina (B Aires), 2024, 84(Suppl 1): 57-64. [31] Perochon S, Di Martino JM, Carpenter KLH, et al.Early detection of autism using digital behavioral phenotyping[J].Nat Med, 2023, 29(10): 2489-2497. [32] Rashid Z, Folarin AA, Ranjan Y, et al. Disease insight through digital biomarkers developed by remotely collected wearables and Smartphone data[J]. arXiv Preprint arXiv, 2023:2308.02043. [33] Toki EI, Tatsis G, Tatsis VA, et al.Applying neural networks on biometric datasets for screening speech and language deficiencies in child communication[J].Mathematics, 2023, 11(7): 1643. [34] Ness SL, Bangerter A, Manyakov NV, et al.An observational study with the janssen autism knowledge engine (JAKE®) in individuals with autism spectrum disorder[J].Front Neurosci, 2019, 13: 111. [35] Alcañiz Raya ML, Giglioli-Giglioli IA, Sirera M, et al.Biomarcadores del trastorno del especto autista basados en bioseñales, realidad virtual e inteligencia artificial[J].Medicina (Buenos Aires),2020,80(Suppl 11):10-17.
|