A Clinical Validity-Preserving Machine Learning Approach for Behavioral Assessment of Autism Spectrum Disorder
Abstract
Open Access
ISSN 2573-4407
© 2022 by the authors; CC BY 4.0 licence
OBM Neurobiology , Volume 6 , Issue 3 (2022)
Pages: 193
Published: October 2022
(This book is a printed edition that was published in OBM Neurobiology )
Cover story:Depression impacts on neuroplasticity and pain processing. An essential oil (EO) endowed with measurable analgesic activity controls pain, that might trigger neuropsychiatric symptoms (e.g. agitation) in Alzheimer’s disease (AD). A nanotechnology delivery system loaded with bergamot EO (NanoBEO) might prove efficacious in the management of agitation in AD..View this paper.
Volume 6,Issue 3
A Clinical Validity-Preserving Machine Learning Approach for Behavioral Assessment of Autism Spectrum Disorderby
Abdulmalik A. Lawan
and
Nadire Cavus
Abstract Autism spectrum disorder (ASD) is a neuropsychiatric disorder associated with critical challenges related to social, communication, and behavioral issues. Recent studies have proposed machine learning (ML) techniques for rapid and accurate assessment of ASD. However, the mismatch between the ML techniques and the clinical basis of ASD assessment reduces the effectiveness of ML-based assessment tools. The present study proposed an approach that utilized the potential of ML modeling and preserved [...] |
Computerized Assessment of Cognitive Development in Neurotypical and Neurodivergent ChildrenAbstract This study aims to observe the differences in the shared intentionality magnitude in mother-child dyads with neurotypical (NT) children and neurodivergent (ND) children aged 3-6 years. The quality of shared intentionality in infancy is associated with cognitive development. Our results showed that ND children scored six times higher (on average) in quiz-test than NT children. Children with difficulties in interaction (ND children) are more likely to use shared intentionality in conve [...] |
Neuroprotective (Antioxidant, Antiamyloidogenic, and Antiexcitatory) Effects of TrévoTM against Cadmium Chloride Neurotoxicity in Adult Male Wistar Ratsby
Omotayo B. Ilesanmi
,
Rosephine Enadeghe
,
Chinenyenwa U. Aleneme
,
Esther F. Adeogun
and
Ufuoma J. Okotie
Abstract Cadmium (Cd) is a heavy metal that is deleterious to brain development as it increases brain aging. Trévo is a multi-herbal supplement that provides various health benefits, including boosting the immune system and detoxification. In this study, we investigated the neuroprotective effects of Trévo against the neurotoxic effects of cadmium chloride (CdCl2). Thirty male Wistar rats were equally divided into three groups: Group I (normal control), Group II (administered CdCl& [...] |
Modeling of Information Processing in Biomorphic Neuroprocessorby
Sergey Yu. Udovichenko
,
Alexander D. Pisarev
,
Alexander N. Busygin
,
Abdulla H. Ebrahim
,
Andrey N. Bobylev
and
Alexey A. Gubin
Abstract In the present study, we present the results of the modeling of incoming information processing in a neuroprocessor that implements a biomorphic spiking neural network with numerous neurons and trainable synaptic connections between them. Physico-mathematical models of processes of encoding information into biomorphic pulses and their decoding following a neural block into a binary code were developed as well as models of the process of routing the output pulses of neurons by the logic matrix to [...] |
Targeting Neuroplasticity for the Management of Pain and Agitation in Alzheimer’s Disease via Bergamot NanotherapyAbstract Alzheimer’s disease (AD) accounts for 50–70% of cases of dementia worldwide and is a social burden to the affected population. Although several pathogenetic hypotheses have been proposed, evidence favoring the role of aberrant neuroplasticity in the development of the neuropsychiatric symptoms associated with dementia is increasing. Specifically, agitation is resistant to treatment and affects the quality of life, also because of the lack of safe and effective treatment for AD. Alterations in pa [...] |
Assessment of Loneliness During the Pandemic: Comparing Various Short Forms of the UCLA Loneliness Scale in South Africa Using Classical Test Theory and Mokken AnalysisAbstract An important mental health concern arising from the COVID-19 pandemic was the loneliness resulting from the lockdown measures taken by many countries due to the outbreak. Thus, loneliness needs to be studied in detail for intervention purposes. The UCLA Loneliness Scale is the most widely used measure of loneliness. However, the 20-item measure has some drawbacks, including questionnaire fatigue, especially when used with other measures, and a lack of accurate responses to all items. [...] |
Open Access Short Communication Migraine in Adolescents: Comparison of Attack Frequency During School and Vacation PeriodsAbstract This citizen science project CLUE compared the attack frequency between school and vacation periods among adolescents. The data collection process adopted in citizen science projects opens up the possibility of conducting analyses by including a large number of participants over a long period and across different regions. The data on 684 migraine attacks reported by 68 adolescents aged 16 to 19 years were collected us [...] |
Generalized Resistance Resources in the Time of COVID-19: The Role of Sense of Coherence and Resilience in the Relationship between COVID-19 Fear and Loneliness among SchoolteachersAbstract Fear has been the most common emotional response to the COVID-19 pandemic, and excessive fear is associated with various indices of psychological distress, particularly loneliness. Although most people have experienced pandemic-related fear and distress, certain groups who are on the front of service provision have experienced the pandemic in distinct ways, owing to its impact on the nature of their work. Schoolteachers represent one such group; therefore, it is imperative to identif [...] |
Epilepsy in Cerebral Palsy: A Brief Narrative ReviewAbstract Cerebral palsy is defined as “A group of permanent disorders of the development of movement and posture, causing activity limitation, that are attributed to non-progressive disturbances that occurred in the developing fetal or infant brain. The motor disorders of cerebral palsy are often accompanied by disturbances of sensation, perception, cognition, communication, and behavior, by epilepsy, and by secondary musculoskeletal problems [1].” Between 30-40% of people with cerebral palsy also have e [...] |
Clival Paraganglioma, Case Report and Literature Reviewby
Rachel Moor
,
Michael Goutnik
,
Brandon Lucke-Wold
,
Dimitri Laurent
,
Si Chen
,
William Friedman
,
Maryam Rahman
,
Nichole Allen
,
Marie Rivera-Zengotita
and
Matthew Koch
Abstract Paragangliomas are rare tumors that may present with cranial neuropathies when located along the skull base. Supratentorial paragangliomas are less likely to secrete catecholamines but should be worked up, nonetheless. We highlight a case of a female in her fourth decade found to have a petroclival lesion following initial presentation that included one month of tooth pain, dysphagia, diplopia, hoarseness and right hemifacial hypoesthesia. Magnetic resonance imaging of the brain demonstrated a T [...] |
One Week of Continuous Anesthesia by Propofol (2,6-Diisopropylphenol) Does Not Cause Neurobehavioral Changes after Recovery in the Mexican Axolotl SalamanderAbstract The Mexican axolotl salamander is an important model species in regenerative medical research and experiments involving this species often require anesthesia which is usually limited to the duration of the surgical procedure or other interventions, usually lasting no more than a few hours. This study aimed to examine the potential for increasing the duration of anesthesia by continued propofol infusion for a week. Neurobehavioral changes in response to prolonged anesthesia were evaluated after [...] |
Psychological Distress due to COVID-19 in the Albanian Adult PopulationAbstract The World Health Organization declared the COVID-19 pandemic on March 11th, 2020. The pandemic had significantly affected public health, and the mental health of people was compromised regardless of age or socioeconomic status. In this study, we measured the psychological distress caused by the pandemic and determined the associated factors. An online survey was conducted from November 16th
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