Dublin Core The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/. Title A name given to the resource Book Chapter Book Chapter Faculty Publications- Book Chapter Dublin Core The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/. Title A name given to the resource Machine learning insights into mental health risk factors associated with climate change: Impact on schoolchildren's cognitive abilities Description An account of the resource In this chapter, we use machine learning techniques to investigate how the effects of climate change and certain risk factors for mental health affect students' cognitive skills in the classroom. The mental health of at-risk populations, especially students, must be considered in light of the fact that the world's environment is changing significantly. Using state-of-the-art machine learning algorithms, we analyze large datasets that include environmental variables, socio-economic characteristics, and markers of mental health among school-aged persons. We are primarily interested in identifying key relationships and trends that might help us understand the complex relationship between climate change and cognitive health in this population. In order to uncover complex insights, the chapter takes a holistic approach by combining feature selection, model training, and interpretability analysis. The cognitive capacities of school-aged children may be significantly impacted by some climate- related stresses, according to preliminary results. The findings add to our knowledge of the interconnected webs of environmental shifts, psychological susceptibilities, and cognitive consequences. Educators, legislators, and healthcare providers can benefit from this study's use of machine learning insights into the possible effects of climate change on students' mental health. It also paves the way for the creation of tailored treatments and adaptive techniques to deal with the highlighted dangers, fostering resilience and prosperity in the face of a changing environment. 2024, IGI Global. All rights reserved. Creator An entity primarily responsible for making the resource Bose M.; Aloysius G.C.; Rajendran R.K. Source A related resource from which the described resource is derived The Climate Change Crisis and Its Impact on Mental Health, pp. 72-84. Publisher An entity responsible for making the resource available IGI Global Date A point or period of time associated with an event in the lifecycle of the resource 2024-01-01 Identifier An unambiguous reference to the resource within a given context <a href="https://doi.org/10.4018/979-8-3693-3272-6.ch007" target="_blank" rel="noreferrer noopener">https://doi.org/10.4018/979-8-3693-3272-6.ch007</a> <br /><br /><a href="https://www.scopus.com/inward/record.uri?eid=2-s2.0-85191845511&amp;doi=10.4018%2F979-8-3693-3272-6.ch007&amp;partnerID=40&amp;md5=f644bc54a8ee19b9b08c1d05b7e055c2" target="_blank" rel="noreferrer noopener">https://www.scopus.com/inward/record.uri?eid=2-s2.0-85191845511&amp;doi=10.4018%2f979-8-3693-3272-6.ch007&amp;partnerID=40&amp;md5=f644bc54a8ee19b9b08c1d05b7e055c2</a> Rights Information about rights held in and over the resource Restricted Access Relation A related resource ISBN: 979-836933273-3; 979-836933272-6 Format The file format, physical medium, or dimensions of the resource Online Language A language of the resource English Type The nature or genre of the resource Book chapter Coverage The spatial or temporal topic of the resource, the spatial applicability of the resource, or the jurisdiction under which the resource is relevant Bose M., Christ University, India; Aloysius G.C., Christ University, India; Rajendran R.K., Christ University, India