English
Related papers

Related papers: Insights from Statistical Analysis of Opioid Data

200 papers

Responding to the U.S. opioid crisis requires a holistic approach supported by evidence from linking and analyzing multiple data sources. This paper discusses how 20 available resources can be combined to answer pressing public health…

Econometrics · Economics 2021-02-11 Olga Scrivner , Elizabeth McAvoy , Thuy Nguyen , Tenzin Choeden , Kosali Simon , Katy Börner

We describe two recently proposed machine learning approaches for discovering emerging trends in fatal accidental drug overdoses. The Gaussian Process Subset Scan enables early detection of emerging patterns in spatio-temporal data,…

Computers and Society · Computer Science 2017-10-09 Daniel B. Neill , William Herlands

This paper examines the association between police drug seizures and drug overdose deaths in Ohio from 2014 to 2018. We use linear regression, ARIMA models, and categorical data analysis to quantify the effect of drug seizure composition…

Physics and Society · Physics 2024-05-30 Lin Ma , Lam Tran , David White

Opioid overdose rates have increased in the United States over the past decade and reflect a major public health crisis. Modeling and prediction of drug and opioid hotspots, where a high percentage of events fall in a small percentage of…

Machine Learning · Statistics 2023-02-14 Xueying Liu , Jeremy Carter , Brad Ray , George Mohler

In the light of increasing clues on social media impact on self-harm and suicide risks, there is still no evidence on who are and how factually engaged in suicide-related online behaviors. This study reports new findings of high-performance…

Computers and Society · Computer Science 2024-01-17 Anastasia Peshkovskaya , Yu-Tao Xiang

Opioid addiction is a severe public health threat in the U.S, causing massive deaths and many social problems. Accurate relapse prediction is of practical importance for recovering patients since relapse prediction promotes timely relapse…

Social and Information Networks · Computer Science 2018-11-30 Zhou Yang , Long Nguyen , Fang Jin

Dark patterns have emerged as a set of methods to exploit cognitive biases to trick users to make decisions that are more aligned with a third party than to their own. These patterns can have consequences that might range from inconvenience…

Human-Computer Interaction · Computer Science 2021-05-20 Daniel Capurro , Eduardo Velloso

Opioid overdose rates have reached an epidemic level and state-level policy innovations have followed suit in an effort to prevent overdose deaths. State-level drug law is a set of policies that may reinforce or undermine each other, and…

Applications · Statistics 2020-10-07 Jarrod Olson , Po-Hsu Allen Chen , Marissa White , Nicole Brennan , Ning Gong

We consider the problem of individual-specific medication level recommendation (initiation, removal, increase, or decrease) for asthma sufferers. Asthma is one of the most common chronic diseases in both adults and children, affecting 8% of…

Applications · Statistics 2017-05-22 Curtis B Storlie , Megan E Branda , Michael R Gionfriddo , Nilay D Shah , Matthew A Rank

Vicodin is the most commonly prescribed pain reliever in the United States. Research indicates that there are two million people who are currently abusing Vicodin, and the majority of those who abuse Vicodin were initially exposed to it via…

Other Quantitative Biology · Quantitative Biology 2013-08-19 Wendy K. Caldwell , Benjamin Freedman , Luke Settles , Michael M. Thomas , Anarina Murillo , Erika Camacho , Stephen Wirkus

The scientific method drives improvements in public health, but a strategy of obstructionism has impeded scientists from gathering even a minimal amount of information to address America's gun violence epidemic. We argue that in spite of a…

Computers and Society · Computer Science 2016-11-04 John W. Ayers , Benjamin M. Althouse , Eric C. Leas , Ted Alcorn , Mark Dredze

Obesity and diabetes epidemics are affecting about a third and tenth of US population, respectively, capturing the attention of the nation and its institutions. Social media provides an open forum for communication between individuals and…

Social and Information Networks · Computer Science 2018-04-10 Yelena Mejova

Drug overdose is a pressing public health concern in the United States, resulting in a significant number of fatalities each year. In this study, we employ the Journey to Crime (JTC) framework borrowed from the field of environmental…

Social and Information Networks · Computer Science 2023-06-01 Murat Ozer , Ismail Onat , Halil Akbas , Nelly Elsayed , Zag ElSayed , Said Varlioglu

The opioid epidemic remains one of the most severe public health crises in the United States, yet evaluating policy interventions before implementation is difficult: multiple policies interact within a dynamic system where targeting one…

Machine Learning · Computer Science 2026-02-16 Yijun Ma , Zehong Wang , Weixiang Sun , Zheyuan Zhang , Kaiwen Shi , Nitesh Chawla , Yanfang Ye

Opioid use disorder (OUD) is a leading health problem that affects individual well-being as well as general public health. Due to a variety of reasons, including the stigma faced by people using opioids, online communities for recovery and…

Social and Information Networks · Computer Science 2025-04-14 Tanmay Laud , Akadia Kacha-Ochana , Steven A. Sumner , Vikram Krishnasamy , Royal Law , Lyna Schieber , Munmun De Choudhury , Mai ElSherief

We examine the accelerating 'obesity epidemic' in the US from the perspective of generalized language-of-thought arguments relating a cognitive hypothalamic-pituitary-adrenal axis to an embedding context of structured psychosocial stress.…

Neurons and Cognition · Quantitative Biology 2007-05-23 Rodrick Wallace , Deborah N. Wallace

Drug use by people is on the rise and is of great interest to public health agencies and law enforcement agencies. As found by the National Survey on Drug Use and Health, 20 million Americans aged 12 years or older consumed illicit drugs in…

Social and Information Networks · Computer Science 2016-04-26 Yiheng Zhou , Numair Sani , Chia-Kuei Lee , Jiebo Luo

The use of illicit drugs has been on the rise in United States. It is very detrimental on society, as fatal overdose is the fourth leading cause of death in the United States, which is about the same as motor vehicle crashes. Of all illicit…

Populations and Evolution · Quantitative Biology 2015-10-16 Nicholas A. Battista

The Covid-19 pandemic has intersected with the opioid epidemic to create a unique public health crisis, with the health and economic consequences of the virus and associated lockdowns compounding pre-existing social and economic stressors…

Computers and Society · Computer Science 2021-11-03 Angela E. Kilby , Charlie Denhart

For several years the pervasive belief that the Super Bowl is the single biggest day for human trafficking in the United States each year has been perpetuated in popular press despite a lack of evidentiary support. The practice of relying…

Applications · Statistics 2016-02-17 Kyle Miller , Emily Kennedy , Artur Dubrawski