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Related papers: Understanding the factors driving the opioid epide…

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According to the Center of Disease Control (CDC), the Opioid epidemic has claimed more than 72,000 lives in the US in 2017 alone. In spite of various efforts at the local, state and federal level, the impact of the epidemic is becoming…

Computer Vision and Pattern Recognition · Computer Science 2019-06-24 Sandipan Choudhuri , Kaustav Basu , Kevin Thomas , Arunabha Sen

The United States is experiencing an opioid epidemic, and there were more than 10 million opioid misusers aged 12 or older each year. Identifying patients at high risk of Opioid Use Disorder (OUD) can help to make early clinical…

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

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

Synthetic opioids are the most common drugs involved in drug-involved overdose mortalities in the U.S. The Center for Disease Control and Prevention reported that in 2018, about 70% of all drug overdose deaths involved opioids and 67% of…

Machine Learning · Computer Science 2024-10-14 Zhiyue Xia , Kathleen Stewart

The opioid epidemic continues to ravage communities worldwide, straining healthcare systems, disrupting families, and demanding urgent computational solutions. To combat this lethal opioid crisis, graph learning methods have emerged as a…

Machine Learning · Computer Science 2026-02-17 Tianyi Ma , Yiyang Li , Yiyue Qian , Zheyuan Zhang , Zehong Wang , Chuxu Zhang , Yanfang Ye

The opioid epidemic remains a major public health challenge in the United States, requiring a multi-pronged intervention approach to mitigate harms to communities. Given the heterogeneity of the epidemic across the country, it is crucial…

Applications · Statistics 2026-04-13 Abdulrahman A. Ahmed , M. Amin Rahimian , Qiushi Chen , Praveen Kumar

This paper introduces the OPIAID algorithm, a novel approach for predicting and recommending personalized opioid dosages for individual patients. The algorithm optimizes pain management while minimizing opioid related adverse events (ORADE)…

Prescription opioids relieve moderate-to-severe pain after surgery, but overprescription can lead to misuse and overdose. Understanding factors associated with post-surgical opioid refills is crucial for improving pain management and…

Methodology · Statistics 2025-09-16 Eileen Yang , Donglin Zeng , Mark Bicket , Yi Li

The United States (US) opioid crisis contributed to 81,806 fatalities in 2022. It has strained hospitals, treatment facilities, and law enforcement agencies due to the enormous resources and procedures needed to respond to the crisis. As a…

Computational Engineering, Finance, and Science · Computer Science 2025-07-14 Veronica M. White , Laura A. Albert

Drug overdose deaths continue to increase in the United States for all major drug categories. Over the past two decades the total number of overdose fatalities has increased more than five-fold; since 2013 the surge in overdose rates is…

Applications · Statistics 2024-02-22 Lucas Böttcher , Tom Chou , Maria R. D'Orsogna

Opioids are an effective analgesic for acute and chronic pain, but also carry a considerable risk of addiction leading to millions of opioid use disorder (OUD) cases and tens of thousands of premature deaths in the United States yearly.…

Quantitative Methods · Quantitative Biology 2024-03-27 Sybille Légitime , Kaustubh Prabhu , Devin McConnell , Bing Wang , Dipak K. Dey , Derek Aguiar

Opioid misuse is a national epidemic and a significant drug related threat to the United States. While the scale of the problem is undeniable, estimates of the local prevalence of opioid misuse are lacking, despite their importance to…

Methodology · Statistics 2023-05-12 Staci A. Hepler , David Kline , Andrea Bonny , Erin McKnight , Lance A. Waller

Opioid use disorder (OUD) continuously poses major public health challenges and social implications worldwide with dramatic rise of opioid dependence leading to potential abuse. Despite that a few pharmacological agents have been approved…

Biomolecules · Quantitative Biology 2023-01-13 Hongsong Feng , Rana Elladki , Jian Jiang , Guo-Wei Wei

Background: Fentanyl overdose deaths are still increasing across the U.S. We do not fully understand which county-level social and structural conditions lead to higher overdose death rates. Social determinants of health, including…

Machine Learning · Computer Science 2026-05-12 Kabi Raj Tiruwa , Abhisan Ghimire , Anuj Kumar Shah

Opioid and substance misuse is rampant in the United States today, with the phenomenon known as the "opioid crisis". The relationship between substance use and mental health has been extensively studied, with one possible relationship…

Machine Learning · Computer Science 2023-04-21 Usha Lokala , Orchid Chetia Phukan , Triyasha Ghosh Dastidar , Francois Lamy , Raminta Daniulaityte , Amit Sheth

Opioid and substance misuse is rampant in the United States today, with the phenomenon known as the opioid crisis. The relationship between substance use and mental health has been extensively studied, with one possible relationship being…

Artificial Intelligence · Computer Science 2021-03-30 Usha Lokala , Francois Lamy , Triyasha Ghosh Dastidar , Kaushik Roy , Raminta Daniulaityte , Srinivasan Parthasarathy , Amit Sheth

Drug overdose remains a critical global health issue, often driven by misuse of opioids, painkillers, and psychiatric medications. Traditional research methods face limitations, whereas social media offers real-time insights into…

Computation and Language · Computer Science 2025-07-16 Muhammad Ahmad , Fida Ullah , Muhammad Usman , Umyh Habiba , ldar Batyrshin , Grigori Sidorov

The opioid epidemic, referring to the growing hospitalizations and deaths because of overdose of opioid usage and addiction, has become a severe health problem in the United States. Many strategies have been developed by the federal and…

Computation and Language · Computer Science 2024-09-11 Yuchen Wang , Zhengyu Fang , Wei Du , Shuai Xu , Rong Xu , Jing Li

The pattern of pedestrian crashes varies greatly depending on lighting circumstances, emphasizing the need of examining pedestrian crashes in various lighting conditions. Using Louisiana pedestrian fatal and injury crash data (2010-2019),…

Machine Learning · Statistics 2022-11-08 Ahmed Hossain , Xiaoduan Sun , Raju Thapa , Julius Codjoe