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Feature tagging of home videos for machine learning classification of autism spectrum disorder with the use of a mobile device produces accurate results in short time frames

Feature Tagging of Home Videos Promising in Autism Diagnosis

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On mobile platform, highest accuracy seen with sparse five-feature logistic regression classifier
The prevalence of parent-reported autism spectrum disorder is estimated at 2.5 percent among U.S. children aged 3 to 17 years

Estimated 2.5 Percent of U.S. Children Diagnosed With Autism

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Children with parent-reported ASD have greater health care needs, difficulty accessing care
Prenatal exposure to nitric oxide is associated with an increased risk for autism spectrum disorder

Prenatal Nitric Oxide Exposure Linked to Higher Risk for Autism

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No significant link seen for ASD risk and exposure to particulate matter (PM)2.5, nitrogen dioxide
A short parent questionnaire may be able to identify gastrointestinal disorders in children with autism spectrum disorder

Short Questionnaire IDs GI Disorders in Children With Autism

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17 questions for parents minimally rely on a child's ability to report pain
Prenatal exposure to most medications affecting neurotransmitter systems is not associated with estimates of autism spectrum disorder risk

Most Meds Affecting Neurotransmitters Not Linked to Autism Risk

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Prenatal exposure to 5 groups of meds had nominally significant links to ASD
Stress related to social stigma may contribute to why people with autism experience more mental health problems than the general population

Social Stigma Worsens Mental Health With Autism

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Research may dispel past theories that the condition contributes to mental health issues
Children with autism spectrum disorder have increased odds of overweight/obesity compared with general population controls after adjustment for child co-occurring conditions

Odds of Overweight/Obesity Up for Children With Autism

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Among children with ASD, those with severe symptoms more likely to be overweight/obese
Autism spectrum disorder is associated with increased risk of depression in young adulthood

Risk of Depression Up in Autism Spectrum Disorder

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Individuals with ASD had more than two-fold higher risk of depression diagnosis vs. non-autistic siblings
The risk of autism spectrum disorder in offspring is increased in association with type 1 diabetes

ADA: T1D, T2D, GDM Before 26 Weeks Tied to Higher ASD Risk

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Increased risks of autism spectrum disorder in association with types 1, 2, gestational diabetes
Common allergic conditions

Some Common Allergies Linked to Odds of Autism in Children

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Significant, positive link for common allergies, especially food allergy, with autism