Mental and Social Health Commons^™

Enhancing Timeliness Of Drug Overdose Mortality Surveillance: A Machine Learning Approach, Patrick J. Ward, Peter J. Rock, Svetla Slavova, April M. Young, Terry L. Bunn, Ramakanth Kavuluru

Kentucky Injury Prevention and Research Center Faculty Publications

BACKGROUND: Timely data is key to effective public health responses to epidemics. Drug overdose deaths are identified in surveillance systems through ICD-10 codes present on death certificates. ICD-10 coding takes time, but free-text information is available on death certificates prior to ICD-10 coding. The objective of this study was to develop a machine learning method to classify free-text death certificates as drug overdoses to provide faster drug overdose mortality surveillance.

METHODS: Using 2017–2018 Kentucky death certificate data, free-text fields were tokenized and features were created from these tokens using natural language processing (NLP). Word, bigram, and trigram features were created …

Starting Off, Hatim A. Omar

Pediatrics Faculty Publications

This book is really a reflection of the past 15 years of work with teens and suicide prevention in the state of Kentucky. The work to establish the "Stop Youth Suicide Campaign (SYS)" has resulted in contact with many young adults and we have found that the most important thing for all of them, was finding a caring person they trust and can talk to. Because of the constant need, the SYS went from a goal of one year awareness campaign to a major community resource, to work with the state and local governments and state legislators to add as …

Youth Suicide Prevention In Rural Kentucky, Hatim A. Omar

Pediatrics Faculty Publications

Youth suicide continues to be one of the leading causes of death in the United States. Nation wide it is the third leading cause of death in the 10-24 year old age group. The rate of suicide varies somewhat from state to state. In the state of Kentucky, youth suicide is the second leading cause of death. This article describes a grass roots, community based program for youth suicide prevention and its impact on the community. The Stop Youth Suicide Campaign was launched in 2000 and included more than 30 local agencies. This program worked through public education, education of …

Obesity, Hypertension, And Mental Health Evaluation In Adolescents: A Comprehensive Approach, Stefan G. Kiessling, Kimberly K. Mcclanahan, Hatim A. Omar

Pediatrics Faculty Publications

The global epidemic of childhood and adolescent obesity in developing and developed countries has become a major public health concern. Given the relation between obesity and hypertension as documented in several landmark studies, it is no surprise that as the prevalence of obesity has increased in the pediatric population, the rates of hypertension have also increased substantially. Hypertension is one of the most important risk factors for cardiovascular diseases and stroke; therefore, evaluation and initiation of appropriate treatment are extremely important in the pediatric population. Evaluation for secondary causes of hypertension, including renovascular, renoparenchymal, and endocrine disease is the approach …

A Model Program For Youth Suicide Prevention, Hatim A. Omar

Pediatrics Faculty Publications

Youth suicide continues to be one of the leading causes of death in the United States. Nation wide it is the third leading cause of death in the 10-24 year old age group. The rate of suicide varies somewhat from state to state. In the state of Kentucky, youth suicide is the second leading cause of death. This article describes a grass root, community-based program for youth suicide prevention and its impact on the community. The Stop Youth Suicide Campaign was launched in October 2000 and included more than 30 local agencies. This program worked. through public education, education of …