2012
DOI: 10.1111/j.1526-4637.2012.01450.x
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A Model to Identify Patients at Risk for Prescription Opioid Abuse, Dependence, and Misuse

Abstract: Using medical as well as drug claims data, it is feasible to develop models that could assist payers in identifying patients who exhibit characteristics associated with increased risk for opioid abuse. These models incorporate medical information beyond that available to prescription drug monitoring programs that are reliant on drug claims data and can be an important tool to identify potentially inappropriate opioid use.

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Cited by 130 publications
(126 citation statements)
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“…In agreement with data from the primary care and interventional pain management settings [28,34], high-risk use of opioids was more common in younger patients. Our finding that male sex was associated with opioid abuse and dependence is consistent with prior research using claims data to identify patients at risk for inappropriate opioid use [46,55]. The observation that patients having spinal fusion showed the highest prevalence of opioid abuse and dependence was not surprising given that opioids play an increasingly pivotal role in the long-term management of chronic back pain, which is the primary reason for patients to undergo such procedures [13,14].…”
Section: Discussionsupporting
confidence: 88%
See 1 more Smart Citation
“…In agreement with data from the primary care and interventional pain management settings [28,34], high-risk use of opioids was more common in younger patients. Our finding that male sex was associated with opioid abuse and dependence is consistent with prior research using claims data to identify patients at risk for inappropriate opioid use [46,55]. The observation that patients having spinal fusion showed the highest prevalence of opioid abuse and dependence was not surprising given that opioids play an increasingly pivotal role in the long-term management of chronic back pain, which is the primary reason for patients to undergo such procedures [13,14].…”
Section: Discussionsupporting
confidence: 88%
“…The observation that patients having spinal fusion showed the highest prevalence of opioid abuse and dependence was not surprising given that opioids play an increasingly pivotal role in the long-term management of chronic back pain, which is the primary reason for patients to undergo such procedures [13,14]. Patients with mental health and nonopioid substance use disorders had greater odds of abusing or being dependent on opioids, thus confirming the generalizability of previous studies to orthopaedic surgical inpatients [16,17,46,49,55]. Quality and safety initiatives aimed at reducing opioid misuse in the orthopaedic setting should primarily target this at-risk population, and be particularly implemented at urban teaching hospitals in the Northeast and West that function as ''safety net'' providers.…”
Section: Discussionsupporting
confidence: 57%
“…Also, while use is higher in rural areas, 40,42 attempted deception was not associated with the size of participants' home communities. Deceivers were more likely to be male, as is the case for pharmaceutical misusers more generally, 43 and our income findings mirror a previous study that noted pharmaceutical misuse was lowest within homes earning $40,000 to $75,0000 annually. 44 Although this study provides the first detailed profile of patients attempting physician deception using a random sample of young adults, it is not without limitations.…”
Section: Discussionsupporting
confidence: 80%
“…However, this methodology has been used in prior studies, and we do not anticipate it to be an issue. [39][40][41][42][43] Finally, patients with Medicare or Medicaid were not included in the study, as these populations are known to have higher rates of BHCs, and we wished to prevent bias between patients with versus without BHCs.…”
Section: Discussionmentioning
confidence: 99%