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Overdose related to prescription opioids have reached an epidemic level in the US, creating an unprecedented national crisis. This has been exacerbated partly due to the lack of tools for physicians to help predict the risk of whether a…

The opioid epidemic in the United States claims over 40,000 lives per year, and it is estimated that well over two million Americans have an opioid use disorder. Over-prescription and misuse of prescription opioids play an important role in…

Quantitative Methods · Quantitative Biology 2019-05-03 Jen J. Gong , Abigail Z. Jacobs , Toby E. Stuart , Mathijs de Vaan

In recent years, the US has experienced an opioid epidemic with an unprecedented number of drugs overdose deaths. Research finds such overdose deaths are linked to neighborhood-level traits, thus providing opportunity to identify effective…

Machine Learning · Computer Science 2021-12-07 Sachin Gavali , Chuming Chen , Julie Cowart , Xi Peng , Shanshan Ding , Cathy Wu , Tammy Anderson

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

In the last decade drug overdose deaths reached staggering proportions in the US. Besides the raw yearly deaths count that is worrisome per se, an alarming picture comes from the steep acceleration of such rate that increased by 21% from…

Computers and Society · Computer Science 2019-04-02 Duilio Balsamo , Paolo Bajardi , André Panisson

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

Machine learning algorithms can sometimes exacerbate health disparities based on ethnicity, gender, and other factors. There has been limited work at exploring potential biases within algorithms deployed on a small scale, and/or within…

Computational Engineering, Finance, and Science · Computer Science 2023-07-07 Abhay Goyal , Nimay Parekh , Lam Yin Cheung , Koustuv Saha , Frederick L Altice , Robin O'hanlon , Roger Ho Chun Man , Christian Poellabauer , Honoria Guarino , Pedro Mateu Gelabert , Navin Kumar

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…

The United States has an opioid epidemic, and Pennsylvania's Allegheny County is among the worst. This motivates a deeper exploration of what characterizes the epidemic, such as what are risk factors for people who ultimately overdose and…

Applications · Statistics 2018-04-25 Theresa Gebert , Shuli Jiang , Jiaxian Sheng

The opioid crisis has been one of the most critical society concerns in the United States. Although the medication assisted treatment (MAT) is recognized as the most effective treatment for opioid misuse and addiction, the various side…

Drug overdose deaths, including those due to prescription opioids, represent a critical public health issue in the United States and worldwide. Artificial intelligence (AI) approaches have been developed and deployed to help prescribers…

Human-Computer Interaction · Computer Science 2025-02-18 Venkatesh Sivaraman , Yejun Kwak , Courtney Kuza , Qingnan Yang , Kayleigh Adamson , Katie Suda , Lu Tang , Walid Gellad , Adam Perer

The problem of evaluating an individual's risk of drug consumption and misuse is highly important. An online survey methodology was employed to collect data including Big Five personality traits (NEO-FFI-R), impulsivity (BIS-11), sensation…

Applications · Statistics 2017-01-17 E. Fehrman , A. K. Muhammad , E. M. Mirkes , V. Egan , A. N. Gorban

Opioid addiction has become a global epidemic and a national health crisis in recent years, with the number of opioid overdose fatalities steadily increasing since the 1990s. In contrast to the dynamics of a typical illicit drug or disease…

Populations and Evolution · Quantitative Biology 2019-05-03 Nicholas A. Battista , Leigh B. Pearcy , W. Christopher Strickland

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

According to the features of drug addiction, this paper constructs an SEIR-based SUC model to describe and predict the spread of drug addiction. Predictions are that the number of drug addictions will continue to fluctuate with reduced…

Populations and Evolution · Quantitative Biology 2020-01-22 Boyue Fang , Yutong Feng

In the last decade, the United States has lost more than 500,000 people from an overdose involving prescription and illicit opioids making it a national public health emergency (USDHHS, 2017). Medical practitioners require robust and timely…

Computation and Language · Computer Science 2024-06-17 Chenghao Yang , Tuhin Chakrabarty , Karli R Hochstatter , Melissa N Slavin , Nabila El-Bassel , Smaranda Muresan

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

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

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
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