Literature DB >> 35281326

Low-Value Care and Excess Out-Of-Pocket Expenditure Among Older Adults with Incident Cancer - A Machine learning approach.

Chibuzo Iloabuchi1, Nilanjana Dwibedi1, Traci LeMasters1, Chan Shen2, Amit Ladani3, Usha Sambamoorthi4.   

Abstract

Objective: To evaluate the association of low-value care with excess out-of-pocket expenditure among older adults diagnosed with incident breast, prostate, colorectal cancers, and Non-Hodgkin's Lymphoma.
Methods: We used a retrospective cohort study design with 12-month baseline and follow-up periods. We identified a cohort of older adults (age ≥ 66 years) diagnosed with breast, prostate, colorectal cancers, or Non-Hodgkin's lymphoma between January 2014 and December 2014. We assessed low-value care and patient out-of-pocket expenditure in the follow-up period. We identified relevant low-value services using ICD9/ICD10 and CPT/HCPCS codes from the linked health claims and patient out-of-pocket expenditure from Medicare claim files and expressed expenditure in 2016 USD.
Results: About 29% of older adults received at least one low-value care procedure during the follow-up period. Low-value care differed by gender, and rates were higher in women with colorectal cancer (32.7%) vs. (28.8%) and NHL (40%) vs. (39%) compared to men. Individuals who received one or more low-value care had significantly higher mean out-of-pocket expenditure ($8,726±$7,214) vs. ($6,802±$6,102). XGBOOST, a machine learning algorithm revealed that low-value care was among the five leading predictors of OOP expenditure.
Conclusion: One in four older adults with incident cancer received low-value care in 12-months after a cancer diagnosis. Across all cancer populations, individuals who received low-value care had significantly higher out-of-pocket expenditure. Excess out-of-pocket expenditure was driven by low-value care, fragmentation of care, and an increasing number of pre-existing chronic conditions. Policy Statement: This study focuses on health policy issues, specifically value-based care and its findings have important clinical and policy implications for Centers for Medicare and Medicaid Services (CMS) which has issued a roadmap for states to accelerate the adoption of value-based care, with the Department of Health and Human Services (HHS) setting a goal of converting 50% of traditional Medicare payment systems to alternative payment models tied to value-based care by 2022.

Entities:  

Keywords:  Low-value care; Medicare; cancer; healthcare expenditure; healthcare utilization; machine learning; valuebased care

Mesh:

Year:  2021        PMID: 35281326      PMCID: PMC8916690          DOI: 10.1016/j.jcpo.2021.100312

Source DB:  PubMed          Journal:  J Cancer Policy        ISSN: 2213-5383


  35 in total

1.  Analysis of Physician Variation in Provision of Low-Value Services.

Authors:  Aaron L Schwartz; Anupam B Jena; Alan M Zaslavsky; J Michael McWilliams
Journal:  JAMA Intern Med       Date:  2019-01-01       Impact factor: 21.873

Review 2.  Defining cancer survivors, their needs, and perspectives on survivorship health care in the USA.

Authors:  Deborah K Mayer; Shelly Fuld Nasso; Jo Anne Earp
Journal:  Lancet Oncol       Date:  2017-01       Impact factor: 41.316

Review 3.  A Framework for Measuring Low-Value Care.

Authors:  George Miller; Corwin Rhyan; Beth Beaudin-Seiler; Paul Hughes-Cromwick
Journal:  Value Health       Date:  2017-11-27       Impact factor: 5.725

4.  Improving Care Coordination for Comorbidity and Cancer: A Necessity for Patients With Cancer.

Authors:  Denise Soltow Hershey; Barbara A Given
Journal:  Cancer Nurs       Date:  2020 Jan/Feb       Impact factor: 2.592

5.  Living with cancer and other chronic conditions: Patients' perceptions of their healthcare experience.

Authors:  Kia Duthie; Fay J Strohschein; Carmen G Loiselle
Journal:  Can Oncol Nurs J       Date:  2017-02-01

6.  Comorbid condition care quality in cancer survivors: role of primary care and specialty providers and care coordination.

Authors:  Claire F Snyder; Kevin D Frick; Robert J Herbert; Amanda L Blackford; Bridget A Neville; Klaus W Lemke; Michael A Carducci; Antonio C Wolff; Craig C Earle
Journal:  J Cancer Surviv       Date:  2015-02-26       Impact factor: 4.442

7.  Out-of-Pocket Spending and Financial Burden Among Medicare Beneficiaries With Cancer.

Authors:  Amol K Narang; Lauren Hersch Nicholas
Journal:  JAMA Oncol       Date:  2017-06-01       Impact factor: 31.777

8.  Physician-Driven Variation in Nonrecommended Services Among Older Adults Diagnosed With Cancer.

Authors:  Allison Lipitz-Snyderman; Camelia S Sima; Coral L Atoria; Elena B Elkin; Christopher Anderson; Victoria Blinder; Chiaojung Jillian Tsai; Katherine S Panageas; Peter B Bach
Journal:  JAMA Intern Med       Date:  2016-10-01       Impact factor: 21.873

9.  Low-value practices in oncology contributing to financial toxicity.

Authors:  Bishal Gyawali
Journal:  Ecancermedicalscience       Date:  2017-03-16

10.  Systemic overuse of health care in a commercially insured US population, 2010-2015.

Authors:  Allison H Oakes; Hsien-Yen Chang; Jodi B Segal
Journal:  BMC Health Serv Res       Date:  2019-05-02       Impact factor: 2.655

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