Cargando…

Using machine learning to predict risk of incident opioid use disorder among fee-for-service Medicare beneficiaries: A prognostic study

OBJECTIVE: To develop and validate a machine-learning algorithm to improve prediction of incident OUD diagnosis among Medicare beneficiaries with ≥1 opioid prescriptions. METHODS: This prognostic study included 361,527 fee-for-service Medicare beneficiaries, without cancer, filling ≥1 opioid prescri...

Descripción completa

Detalles Bibliográficos
Autores principales:	Lo-Ciganic, Wei-Hsuan, Huang, James L., Zhang, Hao H., Weiss, Jeremy C., Kwoh, C. Kent, Donohue, Julie M., Gordon, Adam J., Cochran, Gerald, Malone, Daniel C., Kuza, Courtney C., Gellad, Walid F.
Formato:	Online Artículo Texto
Lenguaje:	English
Publicado:	Public Library of Science 2020
Materias:	Research Article
Acceso en línea:	https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7367453/ https://www.ncbi.nlm.nih.gov/pubmed/32678860 http://dx.doi.org/10.1371/journal.pone.0235981

Ejemplares similares

Evaluation of Machine-Learning Algorithms for Predicting Opioid Overdose Risk Among Medicare Beneficiaries With Opioid Prescriptions
por: Lo-Ciganic, Wei-Hsuan, et al.
Publicado: (2019)

Developing and validating a machine-learning algorithm to predict opioid overdose in Medicaid beneficiaries in two US states: a prognostic modelling study
por: Lo-Ciganic, Wei-Hsuan, et al.
Publicado: (2022)

Integrating human services and criminal justice data with claims data to predict risk of opioid overdose among Medicaid beneficiaries: A machine-learning approach
por: Lo-Ciganic, Wei-Hsuan, et al.
Publicado: (2021)

Predictors of Disenrollment Among Medicare Fee-for-Service Beneficiaries With Dementia
por: Rivera-Hernandez, Maricruz, et al.
Publicado: (2021)

Opioid Use Among Rural Medicare Beneficiaries
por: Jonk, Yvonne Catharina, et al.
Publicado: (2021)

Trends in Use of Robotic Surgery for Privately Insured Patients and Medicare Fee-for-Service Beneficiaries
por: Bonner, Sidra N., et al.
Publicado: (2023)

Prescription Opioid Quality Measures Applied Among Pennsylvania Medicaid Enrollees
por: Cochran, Gerald, et al.
Publicado: (2018)

Concurrent use of prescription gabapentinoids with opioids and risk for fall-related injury among older US Medicare beneficiaries with chronic noncancer pain: A population-based cohort study
por: Chen, Cheng, et al.
Publicado: (2022)

Anorexia in Medicare Fee-for-Service Beneficiaries: A Claims-Based Analysis of Epidemiology and Mortality
por: Dagenais, Simon, et al.
Publicado: (2023)

Comparative effectiveness and safety of extended anticoagulant therapy among Medicare beneficiaries with venous thromboembolism
por: Park, Haesuk, et al.
Publicado: (2022)

Geographic Variation in the Prevalence of High-Risk Medication Use Among Medicare Part D Beneficiaries by Hospital Referral Region
por: Chinthammit, Chanadda, et al.
Publicado: (2020)

Trajectories of Oral Anticoagulation Adherence Among Medicare Beneficiaries Newly Diagnosed With Atrial Fibrillation
por: Hernandez, Inmaculada, et al.
Publicado: (2019)

Assessment of Behavioral Health Services Use Among Low-Income Medicare Beneficiaries After Reductions in Coinsurance Fees
por: Fung, Vicki, et al.
Publicado: (2020)

Follow-up Post-discharge and Readmission Disparities Among Medicare Fee-for-Service Beneficiaries, 2018
por: Anderson, Andrew, et al.
Publicado: (2022)

Comparison of oral anticoagulation use and adherence among Medicare beneficiaries enrolled in stand-alone prescription drug plans vs Medicare Advantage prescription drug plans
por: Newman, Terri Victoria, et al.
Publicado: (2022)

Association between physician adoption of a new oral anti-diabetic medication and Medicare and Medicaid drug spending
por: Metes, Ilinca D., et al.
Publicado: (2019)

Hospitalizations for Inflammatory Bowel Disease Among Medicare Fee-for-Service Beneficiaries — United States, 1999–2017
por: Xu, Fang, et al.
Publicado: (2019)

Prevalence of Inflammatory Bowel Disease Among Medicare Fee-For-Service Beneficiaries — United States, 2001−2018
por: Xu, Fang, et al.
Publicado: (2021)

Cost of Serum Versus Skin Allergy Testing Among Medicare Fee-for-Service Beneficiaries in the United States
por: Kwong, Kenny Y., et al.
Publicado: (2023)

Medicaid Fees and the Medicare Fee Schedule: An Update
por: Norton, Stephen A.
Publicado: (1995)

Association between race/ethnicity and the risk of amputation of lower extremities among medicare beneficiaries with diabetic foot ulcers and diabetic foot infections
por: Tan, Tze-Woei, et al.
Publicado: (2020)

Discharge locations after hospitalizations involving opioid use disorder among medicare beneficiaries
por: Moyo, Patience, et al.
Publicado: (2022)

Impact of Medicare Managed Care Market Withdrawal on Beneficiaries
por: Booske, Bridget C., et al.
Publicado: (2002)

Predictors of Preventive Service Use Among Medicare Beneficiaries
por: Ozminkowski, Ronald J., et al.
Publicado: (2006)

Association of Formulary Exclusions and Restrictions for Opioid Alternatives With Opioid Prescribing Among Medicare Beneficiaries
por: Rao, Tanvi, et al.
Publicado: (2020)

Impact of Nonresponse on Medicare Current Beneficiary Survey Estimates
por: Kautter, John, et al.
Publicado: (2006)

Beneficiary selection, use, and charges in two Medicare capitation demonstrations
por: Kasper, Judith D., et al.
Publicado: (1988)

Medicaid professional fees for treatment of opioid use disorder varied widely across states and were substantially below fees paid by medicare in 2021
por: Clemans-Cope, Lisa, et al.
Publicado: (2022)

Opioid‐limiting legislation and prescribing habits of otolaryngologists among Medicare beneficiaries
por: Kim, Yun Ji, et al.
Publicado: (2023)

Medically Assisted Treatment of Opioid Use Disorder Among Elderly and Non-Elderly Medicare Beneficiaries
por: Miles, Jennifer, et al.
Publicado: (2020)

A Profile of the Medicare Current Beneficiary Survey
por: Adler, Gerald S.
Publicado: (1994)

County-Level Variation in Per Capita Spending for Multiple Chronic Conditions Among Fee-for-Service Medicare Beneficiaries, United States, 2014
por: Matthews, Kevin A., et al.
Publicado: (2016)

Use of specialty hospitals by Medicare beneficiaries, 1985
por: Helbing, Charles, et al.
Publicado: (1988)

Variations in the use of physician services by Medicare beneficiaries
por: Stano, Miron, et al.
Publicado: (1988)

Differences Between Managed Care and Fee-for-Service Medicaid in the Use of Generics for High-Rebate Drugs: The Cases of Insulin Glargine and Glatiramer
por: Hernandez, Inmaculada, et al.
Publicado: (2020)

Facility and Geographic Variation in Rates of Successful Community Discharge After Inpatient Rehabilitation Among Medicare Fee-for-Service Beneficiaries
por: Middleton, Addie, et al.
Publicado: (2018)

Disparities in Receipt of Eye Exams Among Medicare Part B Fee-for-Service Beneficiaries with Diabetes — United States, 2017
por: Lundeen, Elizabeth A., et al.
Publicado: (2019)

Retrospective analysis of characteristics associated with higher-value radiotherapy episodes of care for bone metastases in Medicare fee-for-service beneficiaries
por: Marshall, Deborah, et al.
Publicado: (2021)

Trends, Patient and Prescriber Characteristics in Gabapentinoid Use in a Sample of United States Ambulatory Care Visits from 2003 to 2016
por: Zhou, Lili, et al.
Publicado: (2019)

Allocating Practice Expense Under the Medicare Fee Schedule
por: Pope, Gregory C., et al.
Publicado: (1993)

Cannot write session to /tmp/vufind_sessions/sess_ojtdp0bcv99059flbbpeku1fv0