Research graph
References from Evaluating the validity and performance of a modifiable prediction model to predict new long-term opioid use in prescription drug monitoring programs. Local targets link to admitted publications; unresolved targets remain external evidence.
CDC guideline for prescribing opioids for chronic pain—United States, 2016
10.1001/jama.2016.1464 · 2016 · External reference
Prescribing opioids for pain–the new CDC clinical practice guideline
10.1056/nejmp2211040 · 2022 · External reference
Unresolved reference
2018 · External reference
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2017 · External reference
Challenges with implementing the centers for disease control and prevention opioid guideline: a consensus panel report
10.1093/pm/pny307 · 2019 · External reference
No shortcuts to safer opioid prescribing
10.1056/nejmp1904190 · 2019 · External reference
Unresolved reference
2026 · External reference
Unresolved reference
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Narcotics information management system in South Korea: system development and innovation
10.1186/s12913-023-09060-z · 2023 · External reference
Unresolved reference
2013 · External reference
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2022 · External reference
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Paths forward for clinicians amidst the rise of unregulated clinical decision support software: our perspective on NarxCare
10.1007/s11606-023-08528-2 · 2024 · External reference
Validation and threshold identification of a prescription drug monitoring program clinical opioid risk metric with the WHO alcohol, smoking, and substance involvement screening test
10.1016/j.drugalcdep.2021.109067 · 2021 · External reference
In a world of stigma and bias, can a computer algorithm really predict overdose risk?: a machine-learning algorithm is being deployed across America to prevent overdose deaths. But could it be causing more pain?
10.1016/j.annemergmed.2022.04.006 · 2022 · External reference
Unresolved reference
2021 · External reference
Mitigating algorithmic bias in opioid risk-score modeling to ensure equitable access to pain relief
10.1038/s41591-023-02256-0 · 2023 · External reference
The rise of clinical decision support algorithms in pain management 2009–2024
10.1007/s11606-025-09600-9 · 2025 · External reference
A call for better validation of opioid overdose risk algorithms
10.1093/jamia/ocad110 · 2023 · External reference
Unresolved reference
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A risk prediction model for long-term prescription opioid use
10.1097/mlr.0000000000001651 · 2021 · External reference
Assessing opioid overdose risk: a review of clinical prediction models utilizing patient-level data
10.1016/j.trsl.2021.03.012 · 2021 · External reference
Transparent reporting of a multivariable prediction model for individual prognosis or diagnosis (TRIPOD): explanation and elaboration
10.7326/m14-0698 · 2015 · External reference
Unresolved reference
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Using prescription drug monitoring program data to assess likelihood of incident long-term opioid use: a statewide cohort study
10.1007/s11606-020-06555-x · 2021 · External reference
10.1007/978-3-030-16399-0
10.1007/978-3-030-16399-0 · 2019 · External reference
Multivariable prognostic models: issues in developing models, evaluating assumptions and adequacy, and measuring and reducing errors
10.1002/(sici)1097-0258(19960229)15:4<361::aid-sim168>3.0.co;2-4 · 1996 · External reference
Machine learning approaches for predicting high cost high need patient expenditures in health care
10.1186/s12938-018-0568-3 · 2018 · External reference
External validation of epic’s risk of opioid abuse and overdose model among primary care patients in three health systems
10.1007/s11606-026-10257-1 · 2026 · External reference
Protocol for evaluating the nationwide implementation of the VA stratification tool for opioid risk management (STORM)
10.1186/s13012-019-0852-z · 2019 · External reference
Design and development of a machine-learning-driven opioid overdose risk prediction tool integrated in electronic health records in primary care settings
10.1186/s42234-024-00156-3 · 2024 · External reference
High-risk prescribing and opioid overdose: prospects for prescription drug monitoring program-based proactive alerts
10.1097/j.pain.0000000000001078 · 2018 · External reference
Predictive modeling of opioid overdose using linked statewide medical and criminal justice data
10.1001/jamapsychiatry.2020.1689 · 2020 · External reference
Predicting opioid overdose deaths using prescription drug monitoring program data
10.1016/j.amepre.2019.07.026 · 2019 · External reference