1
|
Srivastava A, Kaufman SR, Shay A, Oerline M, Liu X, Van Til M, Linsell S, Labardee C, Dall C, Faraj KS, Maganty A, Borza T, Ginsburg K, Hollenbeck BK, Shahinian VB. Physician Payment Incentives and Active Surveillance in Low-Risk Prostate Cancer. JAMA Netw Open 2025; 8:e2453658. [PMID: 39775806 PMCID: PMC11795379 DOI: 10.1001/jamanetworkopen.2024.53658] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/11/2025] Open
Abstract
Importance Active surveillance in men with less aggressive prostate cancer is inconsistently used despite clinical guidelines. Renumeration generally favors treatment over conservative management and may contribute to the variable adoption of active surveillance, which suggests that value-based payment incentives may promote guideline-concordant care. Objective To describe the adoption of active surveillance in low-risk prostate cancer, following the initiation of a novel payment incentive sponsored by a commercial payer to support its use. Design, Setting, and Participants This cohort study included men with prostate cancer diagnosed between 2015 to 2021 with data registered with the Michigan Urological Surgery Improvement Collaborative (MUSIC), a statewide quality-improvement collaborative of practicing urologists. Eligible participants were men with newly diagnosed low-risk or low-volume, favorable intermediate-risk prostate cancer who were eligible for active surveillance. Data were analyzed from January 2015 through December 2021. Exposure Health insurance payment incentive established between June 9, 2017, and September 30, 2018, to encourage active surveillance adoption within MUSIC. Upon meeting the target (ie, at least 72% of men with low-risk disease consider or initiate surveillance), the insurer would provide enhanced reimbursement on claims covered by preferred provider organization plans independent of diagnosis. Main Outcomes and Measures Active surveillance adoption relative to the preincentive period among men with low-risk prostate cancer. Secondary analyses examined practices by baseline surveillance use and proportion of patients with eligible insurance plans, as well as patients with favorable intermediate-risk disease. Results We identified 15 273 patients (median [IQR] age, 65 [59-70] years), of whom 10 457 (68.5%) had low-risk disease. The percentage of these men electing for surveillance increased, from 54.4% in 2015 (729 of 1340 men) to 84.1% in 2021 (1089 of 1295 men). Relative to the preincentive period, the payment incentive was not associated with increased surveillance use among patients with low-risk disease (odds ratio [OR], 0.96; 95% CI, 0.75-1.24) during its application. Secondary analyses similarly did not demonstrate an association between the payment incentive and active surveillance adoption. Conclusions and Relevance A payment incentive was not associated with increased active surveillance adoption in men with low-risk prostate cancer relative to the preincentive period. Value-based reimbursement incentives may require tailored implementation that considers existing reimbursement policy and practice characteristics to improve prostate cancer care quality.
Collapse
Affiliation(s)
- Arnav Srivastava
- Dow Division of Health Services Research, Department of Urology, University of Michigan, Ann Arbor, MI
| | - Samuel R. Kaufman
- Dow Division of Health Services Research, Department of Urology, University of Michigan, Ann Arbor, MI
| | - Addison Shay
- Dow Division of Health Services Research, Department of Urology, University of Michigan, Ann Arbor, MI
| | - Mary Oerline
- Dow Division of Health Services Research, Department of Urology, University of Michigan, Ann Arbor, MI
| | - Xiu Liu
- Department of Urology, Massachusetts General Hospital, Boston, MA
| | - Monica Van Til
- Dow Division of Health Services Research, Department of Urology, University of Michigan, Ann Arbor, MI
| | - Susan Linsell
- Dow Division of Health Services Research, Department of Urology, University of Michigan, Ann Arbor, MI
| | - Corinne Labardee
- Dow Division of Health Services Research, Department of Urology, University of Michigan, Ann Arbor, MI
| | - Christopher Dall
- Department of Urology, Massachusetts General Hospital, Boston, MA
| | - Kassem S. Faraj
- Dow Division of Health Services Research, Department of Urology, University of Michigan, Ann Arbor, MI
| | - Avinash Maganty
- Dow Division of Health Services Research, Department of Urology, University of Michigan, Ann Arbor, MI
| | - Tudor Borza
- Dow Division of Health Services Research, Department of Urology, University of Michigan, Ann Arbor, MI
| | - Kevin Ginsburg
- Department of Urology, Wayne State University School of Medicine, Detroit, MI
| | | | - Vahakn B. Shahinian
- Dow Division of Health Services Research, Department of Urology, University of Michigan, Ann Arbor, MI
| |
Collapse
|
2
|
Maganty A, Kaufman SR, Oerline MK, Lai LY, Caram MEV, Shahinian VB, Hollenbeck BK. National Trends in Management of Newly Diagnosed Prostate Cancer. Clin Genitourin Cancer 2024; 22:10-17. [PMID: 37468340 DOI: 10.1016/j.clgc.2023.07.001] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/06/2023] [Revised: 06/29/2023] [Accepted: 07/02/2023] [Indexed: 07/21/2023]
Abstract
BACKGROUND Deciding whether to treat or conservatively manage patients with prostate cancer is challenging. Recent changes in guidelines, advances in treatment technologies, and policy can influence decision making surrounding management, particularly for those for whom the decision to treat is discretionary. Contemporary trends in management of newly diagnosed prostate cancer are unclear. METHODS Using national Medicare data, men with newly diagnosed prostate cancer were identified between 2014 and 2019. Patients were classified by 5- and 10-year noncancer mortality risk. Multinomial logistic regression models were fit to assess adjusted trends in management over time. The primary outcome was management of prostate cancer: local treatment (inclusive of surgery, radiation, brachytherapy, or cryotherapy), hormone therapy, or observation. RESULTS Local treatment was the most common form of management and stable across years (68%). Use of observation increased (21%-23%, P < .001) and use of hormone therapy decreased (11%-8%, P < 0.001). After stratifying by 10-year non-cancer mortality risk, observation increased among men with low (22.3%-26.1%, P < .001) and moderate (19.9%-23.5%, P < .001) mortality risk. Conversely, use of treatment increased among those with high (62.8%-68.0%, P = .004) and very high (45.5%-54.1%, P < .001) risk of noncancer mortality. These trends were similar across groups when stratified by 5-year noncancer mortality risk. CONCLUSION Nationally, use of local treatment remains common and was stable throughout the study period. However, while local treatment declined among men with a lower risk of noncancer mortality, it increased among men with a higher risk of non-cancer mortality.
Collapse
Affiliation(s)
- Avinash Maganty
- Division of Health Services Research, Department of Urology, University of Michigan, Ann Arbor, MI.
| | - Samuel R Kaufman
- Division of Health Services Research, Department of Urology, University of Michigan, Ann Arbor, MI
| | - Mary K Oerline
- Division of Health Services Research, Department of Urology, University of Michigan, Ann Arbor, MI
| | - Lillian Y Lai
- Division of Health Services Research, Department of Urology, University of Michigan, Ann Arbor, MI
| | - Megan E V Caram
- Division of Health Services Research, Department of Urology, University of Michigan, Ann Arbor, MI
| | - Vahakn B Shahinian
- Division of Health Services Research, Department of Urology, University of Michigan, Ann Arbor, MI; Division of Nephrology, Department of Internal Medicine, University of Michigan, Ann Arbor, MI
| | - Brent K Hollenbeck
- Division of Health Services Research, Department of Urology, University of Michigan, Ann Arbor, MI
| |
Collapse
|
3
|
Maganty A, Kaufman SR, Oerline MK, Faraj K, Caram ME, Shahinian VB, Hollenbeck BK. Association Between Urologist Merit-Based Incentive Payment System Performance and Quality of Prostate Cancer Care. UROLOGY PRACTICE 2024; 11:207-214. [PMID: 37748132 PMCID: PMC10842494 DOI: 10.1097/upj.0000000000000463] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/10/2023] [Accepted: 09/12/2023] [Indexed: 09/27/2023]
Abstract
INTRODUCTION We performed a study to evaluate the association between urologist performance in the Merit-Based Incentive Payment System (MIPS), and quality and spending for prostate cancer care. METHODS Medicare beneficiaries with prostate cancer diagnosed between 2017 and 2019 were assigned to their primary urologist. Associated MIPS scores were identified and categorized based on thresholds for payment adjustment as low (worst), moderate, and high (best). Multivariable mixed effects models were used to measure the association between MIPS performance and adherence to quality measures and price standardized spending for prostate cancer. RESULTS Adherence to quality measures did not vary across MIPS performance groups for pretreatment counselling by both a urologist and radiation oncologist (low-76%, [95% CI 73%-80%], moderate-77% [95% CI 74%-79%], and high-75% [95% CI 74%-76%]) and avoiding treatment in men with a high risk of noncancer mortality within 10 years of diagnosis (low-40% [95% CI 35%-45%], moderate-39% [95% CI 36%-43%], high-38% [95% CI 36%-39%]). Men on active surveillance managed by high performers more likely received a confirmatory test (44% [95% CI 43%-46%]) compared to those managed by moderate (38% [95% CI 33%-42%]) performers, but not low performers (36% [95% CI 29%-44%]). There was no difference in adjusted spending across MIPS performance groups. CONCLUSIONS Better performance in MIPS is associated with a higher rate of confirmatory testing in men initiating active surveillance for prostate cancer. However, performance was not associated with other dimensions of quality nor spending.
Collapse
Affiliation(s)
- Avinash Maganty
- University of Michigan, Department of Urology, Division of Health Services Research
| | - Samuel R. Kaufman
- University of Michigan, Department of Urology, Division of Health Services Research
| | - Mary K. Oerline
- University of Michigan, Department of Urology, Division of Health Services Research
| | - Kassem Faraj
- University of Michigan, Department of Urology, Division of Health Services Research
| | - Megan E.V. Caram
- Division of Hematology/Oncology, Department of Internal Medicine, University of Michigan, Ann Arbor, MI, USA
- VA Health Services Research & Development, Center for Clinical Management Research, VA Ann Arbor Healthcare System, Ann Arbor, MI, USA
| | - Vahakn B. Shahinian
- University of Michigan, Department of Urology, Division of Health Services Research
- Division of Nephrology, Department of Internal Medicine, University of Michigan
| | | |
Collapse
|
4
|
Maganty A, Kaufman SR, Oerline MK, Faraj KS, Caram MEV, Shahinian VB, Hollenbeck BK. Value-based payment models and management of newly diagnosed prostate cancer. Cancer Med 2024; 13:e6810. [PMID: 38146905 PMCID: PMC10807592 DOI: 10.1002/cam4.6810] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/15/2023] [Revised: 11/22/2023] [Accepted: 11/27/2023] [Indexed: 12/27/2023] Open
Abstract
OBJECTIVE To examine the effect of urologist participation in value-based payment models on the initial management of men with newly diagnosed prostate cancer. METHODS Medicare beneficiaries with prostate cancer diagnosed between 2017 and 2019, with 1 year of follow-up, were assigned to their primary urologist, each of whom was then aligned to a value-based payment model (the merit-based incentive payment system [MIPS], accountable care organization [ACO] without financial risk, and ACO with risk). Multivariable mixed-effects logistic regression was used to measure the association between payment model participation and treatment of prostate cancer. Additional models estimated the effects of payment model participation on use of treatment in men with very high risk (i.e., >75%) of non-cancer mortality within 10 years of diagnosis (i.e., a group of men for whom treatment is generally not recommended) and price-standardized prostate cancer spending in the 12 months after diagnosis. RESULTS Treatment did not vary by payment model, both overall (MIPS-67% [95% CI 66%-68%], ACOs without risk-66% [95% CI 66%-68%], ACOs with risk-66% [95% CI 64%-68%]). Similarly, treatment did not vary among men with very high risk of non-cancer mortality by payment model (MIPS-52% [95% CI 50%-55%], ACOs without risk-52% [95% CI 50%-55%], ACOs with risk-51% [95% CI 45%-56%]). Adjusted spending was similar across payment models (MIPS-$16,501 [95% CI $16,222-$16,780], ACOs without risk-$16,140 [95% CI $15,852-$16,429], ACOs with risk-$16,117 [95% CI $15,585-$16,649]). CONCLUSIONS How urologists participate in value-based payment models is not associated with treatment, potential overtreatment, and prostate cancer spending in men with newly diagnosed disease.
Collapse
Affiliation(s)
- Avinash Maganty
- Division of Health Services Research, Department of UrologyUniversity of MichiganAnn ArborMichiganUSA
| | - Samuel R. Kaufman
- Division of Health Services Research, Department of UrologyUniversity of MichiganAnn ArborMichiganUSA
| | - Mary K. Oerline
- Division of Health Services Research, Department of UrologyUniversity of MichiganAnn ArborMichiganUSA
| | - Kassem S. Faraj
- Division of Health Services Research, Department of UrologyUniversity of MichiganAnn ArborMichiganUSA
| | - Megan E. V. Caram
- Division of Hematology/Oncology, Department of Internal MedicineUniversity of MichiganAnn ArborMichiganUSA
- VA Health Services Research & Development, Center for Clinical Management ResearchVA Ann Arbor Healthcare SystemAnn ArborMichiganUSA
| | - Vahakn B. Shahinian
- Division of Health Services Research, Department of UrologyUniversity of MichiganAnn ArborMichiganUSA
- Division of Nephrology, Department of Internal MedicineUniversity of MichiganAnn ArborMichiganUSA
| | - Brent K. Hollenbeck
- Division of Health Services Research, Department of UrologyUniversity of MichiganAnn ArborMichiganUSA
| |
Collapse
|
5
|
Maganty A, Hollenbeck BK, Kaufman SR, Oerline MK, Lai LY, Caram MEV, Shahinian VB. Practice Competition and Treatment of Newly Diagnosed Prostate Cancer. Urology 2023; 177:95-102. [PMID: 37146728 PMCID: PMC10524390 DOI: 10.1016/j.urology.2023.04.022] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/28/2023] [Revised: 04/17/2023] [Accepted: 04/21/2023] [Indexed: 05/07/2023]
Abstract
OBJECTIVE To examine the effect of urology practice market competition on use of treatment in men with newly diagnosed prostate cancer. METHODS We performed a retrospective national cohort study of 48,067 Medicare beneficiaries with newly diagnosed prostate cancer between 2014 and 2018. The primary exposure was urology practice-level market competition. Markets were established by the flow of patients to a practice using a variable radius approach. Practice level competition was measured annually using the Herfindahl-Hirschman Index. The primary outcome was use of treatment for prostate cancer (ie, surgery, radiation, or cryotherapy) stratified by 10-year risk of noncancer mortality. RESULTS Between 2014 and 2018, there was a decrease in the total percent of urologists practicing in small single-specialty groups (49%-41%) with an increase in multispecialty practices (38%-47%). After adjusting for demographic and clinical characteristics, a lower percentage of men underwent treatment in practices with low competition relative to those managed in practices with high competition (70% vs 67.0%, P < .001). Among men with the highest risk of noncancer mortality, those managed in practices in the least competitive markets were less likely to receive treatment relative to men managed by practices in the most competitive markets (48% vs 60%, P-value<.001). CONCLUSION Reduction in competition between urology practices is not associated with greater use of treatment in men with newly diagnosed prostate cancer, particularly in those with a high risk of noncancer mortality.
Collapse
Affiliation(s)
- Avinash Maganty
- Dow Division of Health Services Research, Department of Urology, University of Michigan, Ann Arbor, MI.
| | - Brent K Hollenbeck
- Dow Division of Health Services Research, Department of Urology, University of Michigan, Ann Arbor, MI
| | - Samuel R Kaufman
- Dow Division of Health Services Research, Department of Urology, University of Michigan, Ann Arbor, MI
| | - Mary K Oerline
- Dow Division of Health Services Research, Department of Urology, University of Michigan, Ann Arbor, MI
| | - Lillian Y Lai
- Dow Division of Health Services Research, Department of Urology, University of Michigan, Ann Arbor, MI
| | - Megan E V Caram
- Dow Division of Health Services Research, Department of Urology, University of Michigan, Ann Arbor, MI
| | - Vahakn B Shahinian
- Dow Division of Health Services Research, Department of Urology, University of Michigan, Ann Arbor, MI; Division of Nephrology, Department of Internal Medicine, University of Michigan, Ann Arbor, MI
| |
Collapse
|
6
|
Katragadda C, Fung C, Yousefi-Nooraie R, Cupertino P, Joseph J, Kim Y, Li Y. Medicare accountable care organizations: post-acute care use and post-surgical outcomes in urologic cancer surgery. Urology 2022; 167:102-108. [PMID: 35772480 DOI: 10.1016/j.urology.2022.06.018] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/20/2021] [Revised: 05/17/2022] [Accepted: 06/15/2022] [Indexed: 11/18/2022]
Abstract
OBJECTIVES To evaluate association between Medicare accountable care organizations (ACOs) participation of hospitals on post-acute care (PAC) use and spending, and post-surgical outcomes in Medicare beneficiaries undergoing urologic cancer surgeries. Despite increasing prevalence of urologic cancer and surgical care contributing to a large proportion of total health care costs, and recent Medicare payment reforms such as accountable care organizations, the role of ACOs in urologic cancer care has been unexplored. METHODS We conducted a longitudinal analysis of 2011-2017 Medicare claims data to compare post-surgical outcomes between Medicare ACO and non-ACO patients before and after implementation of Medicare shared savings program (MSSP). Our outcomes of interest were Post-acute care (PAC) use (overall, institutional, and home health), Skilled Nursing Facility (SNF) length of stay and Medicare spending for SNF patients, 30-day and 90-day unplanned readmissions and complications after index procedure. RESULTS Study sample included a total of 334,514 Medicare patients undergoing bladder, prostate, kidney cancer surgeries at 524 Medicare ACO and 2066 non-ACO hospitals. For bladder cancer surgery, Medicare ACO participation was associated with significantly reduced overall post-acute care use, but not with changes in readmission or complication rate. For prostate cancer and kidney cancer surgery, we found no significant association between hospital participation in Medicare ACOs and PAC use or post-surgical outcomes. CONCLUSIONS Hospital participation in MSSP ACOs leads to lower post-acute care use without compromising patient outcomes for Medicare beneficiaries undergoing bladder cancer surgery. Future research is needed to understand longer-term impact of ACO participation on urologic cancer surgery outcomes.
Collapse
Affiliation(s)
- Chinmayee Katragadda
- Division of Health Policy and Outcomes Research, Department of Public Health Sciences, University of Rochester Medical Center, Rochester, NY.
| | - Chunkit Fung
- Division of Hematology, Oncology, Department of Medicine, University of Rochester Medical Center, Rochester, NY; James P. Wilmot Cancer Institute, Rochester, NY; Department of Public Health Sciences, University of Rochester Medical Center, Rochester, NY
| | - Reza Yousefi-Nooraie
- Division of Health Policy and Outcomes Research, Department of Public Health Sciences, University of Rochester Medical Center, Rochester, NY
| | - Paula Cupertino
- James P. Wilmot Cancer Institute, Rochester, NY; Department of Public Health Sciences, University of Rochester Medical Center, Rochester, NY
| | - Jean Joseph
- Department of Urology, University of Rochester Medical Center, Rochester, NY
| | | | - Yue Li
- Division of Health Policy and Outcomes Research, Department of Public Health Sciences, University of Rochester Medical Center, Rochester, NY
| |
Collapse
|
7
|
Reindersma T, Sülz S, Ahaus K, Fabbricotti I. The Effect of Network-Level Payment Models on Care Network Performance: A Scoping Review of the Empirical Literature. Int J Integr Care 2022; 22:3. [PMID: 35431706 PMCID: PMC8973838 DOI: 10.5334/ijic.6002] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/17/2021] [Accepted: 03/16/2022] [Indexed: 11/20/2022] Open
Abstract
Introduction Traditional payment models reward volume rather than value. Moving away from reimbursing separate providers to network-level reimbursement is assumed to support structural changes in health care organizations that are necessary to improve patient care. This scoping review evaluates the performance of care networks that have adopted network-level payment models. Methods A scoping review of the empirical literature was conducted according to the five-step York framework. We identified indicators of performance, categorized them in four categories (quality, utilization, spending and other consequences) and scored whether performance increased, decreased, or remained stable due to the payment model. Results The 76 included studies investigated network-level capitation, disease-based bundled payments, pay-for-performance and blended global payments. The majority of studies stem from the USA. Studies generally concluded that performance in terms of quality and utilization increased or remained stable. Most payment models were associated with improved spending performance. Overall, our review shows that network-level payment models are moderately successful in improving network performance. Discussion/conclusion As health care networks are increasingly common, it seems fruitful to continue experimenting with reimbursement models for health care networks. It is also important to broaden the scope to not only scrutinize outcomes, but also the contexts and mechanisms that lead to certain outcomes.
Collapse
Affiliation(s)
- Thomas Reindersma
- Health Services Management & Organisation, Erasmus School of Health Policy & Management, Erasmus University Rotterdam, Rotterdam, The Netherlands
| | - Sandra Sülz
- Health Services Management & Organisation, Erasmus School of Health Policy & Management, Erasmus University Rotterdam, Rotterdam, The Netherlands
| | - Kees Ahaus
- Health Services Management & Organisation, Erasmus School of Health Policy & Management, Erasmus University Rotterdam, Rotterdam, The Netherlands
| | - Isabelle Fabbricotti
- Health Services Management & Organisation, Erasmus School of Health Policy & Management, Erasmus University Rotterdam, Rotterdam, The Netherlands
| |
Collapse
|
8
|
Golla V, Kaye DR. The Impact of Health Delivery Integration on Cancer Outcomes. Surg Oncol Clin N Am 2021; 31:91-108. [PMID: 34776068 DOI: 10.1016/j.soc.2021.08.003] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
Abstract
Although integrated health care has largely been associated with increases in prices and static or decreased quality across many disease states, it has shown some successes in improving cancer care. However, its impact is largely equivocal, making consensus statements difficult. Critically, integration does not necessarily translate to clinical coordination, which might be the true driver behind the success of integrated health care delivery. Moving forward, it is important to establish payment models that support clinical care coordination. Shifting from a fragmented health system to a coordinated one may improve evidence-based cancer care, outcomes, and value for patients.
Collapse
Affiliation(s)
- Vishnukamal Golla
- Duke National Clinician Scholars Program, 200 Morris St, Suite 3400, DUMC Box 104427, Durham, NC 27701, USA; Department of Surgery, Division of Urology, Duke University Medical Center, Durham, NC, USA; Duke Cancer Institute, Durham, NC, USA; Duke-Margolis Policy Center; Durham Veterans Affairs Health Care System, Durham, NC, USA.
| | - Deborah R Kaye
- Department of Surgery, Division of Urology, Duke University Medical Center, Durham, NC, USA; Duke Cancer Institute, Durham, NC, USA; Duke-Margolis Policy Center
| |
Collapse
|
9
|
Modi PK, Meltzer DO. Assessing Value-based Health Care Initiatives in Urology. Eur Urol 2021; 79:586-587. [PMID: 33454164 DOI: 10.1016/j.eururo.2021.01.002] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/20/2020] [Accepted: 01/05/2021] [Indexed: 10/22/2022]
Affiliation(s)
- Parth K Modi
- Section of Urology, Department of Surgery, University of Chicago, Chicago, IL, USA.
| | - David O Meltzer
- Section of Hospital Medicine, Department of Medicine, University of Chicago, Chicago, IL, USA
| |
Collapse
|
10
|
Laviana AA, Luckenbaugh AN, Resnick MJ. Trends in the Cost of Cancer Care: Beyond Drugs. J Clin Oncol 2020; 38:316-322. [PMID: 31804864 PMCID: PMC6994251 DOI: 10.1200/jco.19.01963] [Citation(s) in RCA: 26] [Impact Index Per Article: 5.2] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 10/02/2019] [Indexed: 01/10/2023] Open
|
11
|
Li M, Lakdawalla DN, Goldman DP. Association Between Spending and Outcomes for Patients With Cancer. J Clin Oncol 2020; 38:323-331. [PMID: 31804868 PMCID: PMC6994252 DOI: 10.1200/jco.19.01451] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 10/02/2019] [Indexed: 12/19/2022] Open
Affiliation(s)
- Meng Li
- Leonard D. Schaeffer Center for Health Policy and Economics, University of Southern California, Los Angeles, CA
- Sol Price School of Public Policy, University of Southern California, Los Angeles, CA
| | - Darius N. Lakdawalla
- Leonard D. Schaeffer Center for Health Policy and Economics, University of Southern California, Los Angeles, CA
- Sol Price School of Public Policy, University of Southern California, Los Angeles, CA
- School of Pharmacy, University of Southern California, Los Angeles, CA
| | - Dana P. Goldman
- Leonard D. Schaeffer Center for Health Policy and Economics, University of Southern California, Los Angeles, CA
- Sol Price School of Public Policy, University of Southern California, Los Angeles, CA
- School of Pharmacy, University of Southern California, Los Angeles, CA
| |
Collapse
|
12
|
Jacobs BL, Yabes JG, Lopa SH, Heron DE, Chang CCH, Bekelman JE, Nelson JB, Bynum JPW, Barnato AE, Kahn JM. The Development and Validation of Prostate Cancer-specific Physician-Hospital Networks. Urology 2020; 138:37-44. [PMID: 31945379 DOI: 10.1016/j.urology.2019.11.049] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/18/2019] [Revised: 11/16/2019] [Accepted: 11/26/2019] [Indexed: 11/18/2022]
Abstract
OBJECTIVE To develop prostate cancer-specific physician-hospital networks to define hospital-based units that more accurately group hospitals, providers, and the patients they serve. METHODS Using Surveillance, Epidemiology, and End Results-Medicare, we identified men diagnosed with localized prostate cancer between 2007 and 2011. We created physician-hospital networks by assigning each patient to a physician and each physician to a hospital based on treatment patterns. We assessed content validity by examining characteristics of hospitals anchoring the physician-hospital networks and of the patients associated with these hospitals. RESULTS We identified 42,963 patients associated with 344 physician-hospital networks. Networks anchored by a teaching hospital (compared to a nonteaching hospital) had higher median numbers of prostate cancer patients (117 [interquartile range {71-189} vs 82 {50-126}]) and treating physicians (7 [4-11] vs 4 [3-6]) (both P <0.001). On average, patients traveled farther to networks anchored by a teaching hospital (49 miles [standard deviation] [207] vs 41 [183]; P <.001). Hospitals known as high-volume centers for robotic prostatectomies, proton-beam therapy, and active surveillance had network rates for these procedures well above the mean. Hospitals known as safety net providers served higher proportions of minorities. CONCLUSION We empirically developed prostate-cancer specific physician-hospital networks that exhibit content validity and are relevant from a clinical and policy perspective. They have the potential to become targets for policy interventions focused on improving the delivery of prostate cancer care.
Collapse
Affiliation(s)
- Bruce L Jacobs
- Department of Urology, University of Pittsburgh, Pittsburgh, PA; Center for Research on Health Care, University of Pittsburgh, Pittsburgh, PA.
| | - Jonathan G Yabes
- Center for Research on Health Care, University of Pittsburgh, Pittsburgh, PA; Division of General Internal Medicine, Department of Medicine, University of Pittsburgh, Pittsburgh, PA
| | - Samia H Lopa
- Department of Urology, University of Pittsburgh, Pittsburgh, PA
| | - Dwight E Heron
- Department of Radiation Oncology, University of Pittsburgh, Pittsburgh, PA
| | - Chung-Chou H Chang
- Division of General Internal Medicine, Department of Medicine, University of Pittsburgh, Pittsburgh, PA; Department of Biostatistics, Graduate School of Public Health, University of Pittsburgh, Pittsburgh, PA
| | - Justin E Bekelman
- Department of Radiation Oncology, University of Pennsylvania, Philadelphia, PA; Division of General Internal Medicine, Abramson Cancer Center, University of Pennsylvania, Philadelphia, PA; Leonard Davis Institute of Health Economics, University of Pennsylvania, Philadelphia, PA
| | - Joel B Nelson
- Department of Urology, University of Pittsburgh, Pittsburgh, PA
| | - Julie P W Bynum
- Department of Medicine, Division of Geriatric and Palliative Medicine, University of Michigan, Ann Arbor, MI
| | - Amber E Barnato
- Dartmouth Institute for Health Policy and Clinical Practice, Lebanon, NH; Geisel School of Medicine at Dartmouth, Hanover, NH
| | - Jeremy M Kahn
- Department of Critical Care Medicine, University of Pittsburgh, Pittsburgh, PA
| |
Collapse
|
13
|
Trends and appropriateness of perioperative chemotherapy for muscle-invasive bladder cancer. Urol Oncol 2019; 37:462-469. [PMID: 31053530 DOI: 10.1016/j.urolonc.2019.04.006] [Citation(s) in RCA: 15] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/28/2018] [Revised: 02/15/2019] [Accepted: 04/08/2019] [Indexed: 11/20/2022]
Abstract
INTRODUCTION Contemporary guidelines recommend cystectomy with neoadjuvant or adjuvant cisplatin-based chemotherapy given with curative intent for patients with resectable muscle-invasive bladder cancer (MIBC). However, rates and appropriateness of perioperative chemotherapy utilization remain unclear. We therefore sought to characterize use of perioperative chemotherapy in older radical cystectomy MIBC patients and examine factors associated with use. METHODS Using Surveillance, Epidemiology, and End Results (SEER)-Medicare data, we identified patients with MIBC diagnosed between 2004 and 2013 and treated with radical cystectomy. We classified patients into 3 treatment groups: cystectomy alone, neoadjuvant, or adjuvant chemotherapy. Chemotherapy was classified by regimen. We then fit a multinomial multivariable logistic regression model to assess association between patient factors with the receipt of each treatment. RESULTS We identified 3,826 eligible patients. The majority (484; 65%) received cystectomy alone. Neoadjuvant (676; 18% overall, 69% cisplatin-based), and adjuvant chemotherapy (666, 17% overall, 55% cisplatin-based) were used in similar proportions of cystectomy patients. Over the study period, the odds of receiving adjuvant chemotherapy decreased by 7.5%, whereas neoadjuvant therapy increased by 27.5% (both P < 0.001). There was an increase in use of cisplatin-based regimens in the neoadjuvant setting (35 to 72%, P < 0.001), but not the adjuvant setting. Female gender, lower comorbidity, married status, and lower stage disease were associated with greater odds of receiving neoadjuvant chemotherapy (all P < 0.05). CONCLUSION From 2004 to 2013 use of neoadjuvant chemotherapy for MIBC increased while use of adjuvant chemotherapy decreased. Future studies examining barriers to appropriate chemotherapy use, and the comparative effectiveness of neoadjuvant versus adjuvant chemotherapy are warranted.
Collapse
|
14
|
Macleod LC, Yabes JG, Fam MM, Bandari J, Yu M, Maganty A, Furlan A, Filson CP, Davies BJ, Jacobs BL. Multiparametric Magnetic Resonance Imaging Is Associated with Increased Medicare Spending in Prostate Cancer Active Surveillance. Eur Urol Focus 2019; 6:242-248. [PMID: 31031042 DOI: 10.1016/j.euf.2019.04.008] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/31/2019] [Revised: 03/22/2019] [Accepted: 04/10/2019] [Indexed: 12/15/2022]
Abstract
BACKGROUND Multiparametric magnetic resonance imaging (mpMRI) may improve prostate cancer risk stratification and decrease the need for repeat biopsies in men on prostate cancer active surveillance (AS). However, the impact of mpMRI on AS-related healthcare spending has not been established. OBJECTIVE To characterize the impact of mpMRI on AS-related Medicare expenditures. DESIGN, SETTING, AND PARTICIPANTS Using Surveillance, Epidemiology, and End Results (SEER)-Medicare files, we identified men ≥66 yr old with localized prostate cancer diagnosed during 2008-2013. OUTCOME MEASURES AND STATISTICAL ANALYSIS With a validated algorithm, we classified men into AS with and without mpMRI groups. We then determined Medicare spending on AS in each group using inflation-adjusted, price-standardized Medicare payments for AS-related procedures (ie, prostate-specific antigen [PSA] tests, prostate biopsies, biopsy complications, and mpMRI). Multivariable median regression compared Medicare spending on AS for men who received mpMRI and those who did not. RESULTS AND LIMITATIONS We identified 9081 men on AS with a median follow-up of 45 mo (interquartile range 29-64 mo). Thirteen percent (N = 1225) received mpMRI. On multivariable median regression, receipt of mpMRI was associated with an additional $447 (95% confidence interval $409-487) in Medicare spending per year. We observed greater frequency of AS-related procedures and higher spending for identical procedures (eg, PSA or prostate biopsy) in the mpMRI group than in the non-mpMRI group (all p < 0.001). CONCLUSIONS Among Medicare beneficiaries on AS, mpMRI is associated with additional annual Medicare spending. Future studies are needed to determine optimal use of mpMRI during AS to maximize value. PATIENT SUMMARY Prostate magnetic resonance imaging (MRI) helps physicians determine which prostate cancers are aggressive and which can be monitored safely. We studied whether using MRI during prostate cancer monitoring (also called active surveillance) resulted in increased healthcare spending. There was a modest increase in spending, but this may be worthwhile if the use of MRI allows physicians to monitor prostate cancer more accurately.
Collapse
Affiliation(s)
- Liam C Macleod
- Department of Urology, University of Pittsburgh Medical Center, Pittsburgh, PA, USA.
| | - Jonathan G Yabes
- Department of Medicine, University of Pittsburgh, Pittsburgh, PA, USA
| | - Mina M Fam
- Jersey Shore University Medical Center, Neptune, NJ, USA
| | - Jathin Bandari
- Department of Urology, University of Pittsburgh Medical Center, Pittsburgh, PA, USA
| | - Michelle Yu
- Department of Urology, University of Pittsburgh Medical Center, Pittsburgh, PA, USA
| | - Avinash Maganty
- Department of Urology, University of Pittsburgh Medical Center, Pittsburgh, PA, USA
| | - Alessandro Furlan
- Department of Radiology, University of Pittsburgh Medical Center, Pittsburgh, PA, USA
| | | | - Benjamin J Davies
- Department of Urology, University of Pittsburgh Medical Center, Pittsburgh, PA, USA
| | - Bruce L Jacobs
- Department of Urology, University of Pittsburgh Medical Center, Pittsburgh, PA, USA
| |
Collapse
|
15
|
Cole AP, Krasnova A, Ramaswamy A, Fletcher SA, Friedlander DF, McNabb-Baltar J, Melnitchouk N, Lipsitz SR, Sun M, Kibel AS, Golshan M, Haider AH, Weissman JS, Trinh QD. Recommended Cancer Screening in Accountable Care Organizations: Trends in Colonoscopy and Mammography in the Medicare Shared Savings Program. J Oncol Pract 2019; 15:e547-e559. [PMID: 30998420 DOI: 10.1200/jop.18.00352] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/22/2022] Open
Abstract
PURPOSE Accountable care organizations (ACOs) are a delivery and payment model designed to encourage integrated, high-value care. We designed a study to test the association between ACOs and two recommended cancer screening tests, colonoscopy for colorectal cancer and mammography for breast cancer. METHODS Using the random 20% sample of Medicare claims, beneficiaries were attributed to ACO or non-ACO cohorts on the basis of providers' enrollment in the Medicare Shared Savings Program. An inverse probability of treatment weighting was used to balance patient characteristics between ACO and non-ACO cohorts. A propensity score-weighted, difference-in-differences analysis was then performed using the same provider groups in 2010-pre-ACO-as a baseline. A secondary analysis for older-nonrecommended-age ranges was performed. RESULTS Prevalence of colonoscopy in recommended age ranges in ACOs from 2010 to 2014 increased from 15.3% (95% CI, 14.9% to 15.6%) to 17.9% (95% CI, 17.3% to 18.5%). This differed significantly from the change in non-ACOs (difference in differences, 1.2%; P < .001). Among women in ACOs, mammography prevalence rose from 53.7% (95% CI, 53.0% to 54.4%) to 54.9% (95% CI, 54.2% to 55.7%). In contrast to colonoscopy, the difference in mammography prevalence was not significantly different in ACO versus non-ACOs (difference in differences, 0.49%; P < .13). A similar pattern was also observed in older-nonrecommended-age ranges with significant difference in differences (ACO v non-ACO) in colonoscopy, but not mammography. CONCLUSION The impact of ACOs on cancer screening varies between screening tests. Our results are consistent with a greater effect of ACOs on high-cost, high-complexity screening services, which may be more sensitive to integrated care delivery models.
Collapse
Affiliation(s)
| | | | - Ashwin Ramaswamy
- 1 Brigham and Women's Hospital, Boston, MA.,2 Dana-Farber/Brigham and Women's Cancer Center, Boston, MA
| | - Sean A Fletcher
- 1 Brigham and Women's Hospital, Boston, MA.,2 Dana-Farber/Brigham and Women's Cancer Center, Boston, MA
| | | | | | | | | | - Maxine Sun
- 1 Brigham and Women's Hospital, Boston, MA.,2 Dana-Farber/Brigham and Women's Cancer Center, Boston, MA
| | - Adam S Kibel
- 1 Brigham and Women's Hospital, Boston, MA.,2 Dana-Farber/Brigham and Women's Cancer Center, Boston, MA
| | - Mehra Golshan
- 1 Brigham and Women's Hospital, Boston, MA.,2 Dana-Farber/Brigham and Women's Cancer Center, Boston, MA
| | | | | | - Quoc-Dien Trinh
- 1 Brigham and Women's Hospital, Boston, MA.,2 Dana-Farber/Brigham and Women's Cancer Center, Boston, MA
| |
Collapse
|
16
|
Cole AP, Krasnova A, Ramaswamy A, Friedlander DF, Fletcher SA, Sun M, Choueiri TK, Weissman JS, Kibel AS, Trinh QD. Prostate cancer in the medicare shared savings program: are Accountable Care Organizations associated with reduced expenditures for men with prostate cancer? Prostate Cancer Prostatic Dis 2019; 22:593-599. [DOI: 10.1038/s41391-019-0138-1] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/18/2018] [Revised: 12/10/2018] [Accepted: 01/04/2019] [Indexed: 11/09/2022]
|
17
|
Modi PK, Kaufman SR, Borza T, Oliphant BW, Ryan AM, Miller DC, Shahinian VB, Ellimoottil C, Hollenbeck BK. Medicare Accountable Care Organizations and Use of Potentially Low-Value Procedures. Surg Innov 2018; 26:227-233. [PMID: 30497340 DOI: 10.1177/1553350618816594] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/17/2022]
Abstract
OBJECTIVE To evaluate the effect of Accountable Care Organizations (ACOs) on the use of vertebroplasty and arthroscopic partial meniscectomy, 2 procedures for which randomized controlled trials suggest similar outcomes to sham surgery and therefore may provide low value. Medicare Shared Savings Program ACOs aim to improve quality and decrease health care spending. Reducing the use of potentially low-value procedures can accomplish both of these goals. METHODS We performed a retrospective cohort study of patients who underwent potentially low-value orthopedic procedures (vertebroplasty and partial meniscectomy) and a control (hip fracture) from 2010 to 2015 using a 20% sample of national Medicare claims. We performed an interrupted time-series analysis using linear spline models to evaluate the count of each procedure per 1000 patients, stratified by ACO participation. RESULTS We identified 76 256 patients who underwent arthroscopic partial meniscectomy, 44 539 patients who underwent vertebroplasty, and 50 760 patients who underwent hip fracture admission. Arthroscopic partial meniscectomy rates decreased, vertebroplasty rates remained stable, and hip fracture rates increased for both groups during the study period, with similar trends among ACO and non-ACO patients. After January 1, 2013, ACO and non-ACO populations had similar trends for vertebroplasty (ACO incidence rate ratio [IRR] = 1.15 [1.08-1.23] vs non-ACO IRR = 1.11 [1.05-1.16]), meniscectomy (ACO IRR = 1.06 [1.01-1.12] vs non-ACO IRR = 1.03 [0.99-1.07]), and hip fracture (ACO IRR = 1.08 [1.01-1.14] vs non-ACO IRR = 1.08 [1.03-1.13]). CONCLUSIONS ACOs were not associated with a reduction in the frequency of vertebroplasty and arthroscopic partial meniscectomy.
Collapse
Affiliation(s)
| | | | - Tudor Borza
- 1 University of Michigan, Ann Arbor, MI, USA
| | | | | | | | | | | | | |
Collapse
|
18
|
Modi PK, Hollenbeck BK, Borza T. Searching for the value of accountable care organizations in cancer care. Cancer 2018; 124:4287-4289. [PMID: 30419155 DOI: 10.1002/cncr.31698] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/20/2018] [Revised: 05/15/2018] [Accepted: 06/18/2018] [Indexed: 11/10/2022]
Affiliation(s)
- Parth K Modi
- Division of Urologic Oncology, Department of Urology, Michigan Medicine, Ann Arbor, Michigan
| | - Brent K Hollenbeck
- Division of Urologic Oncology, Department of Urology, Michigan Medicine, Ann Arbor, Michigan
| | - Tudor Borza
- Department of Urology, University of Wisconsin, Madison, Wisconsin
| |
Collapse
|
19
|
The Accountable Care Organization for Surgical Care. Surg Oncol Clin N Am 2018; 27:717-725. [PMID: 30213415 DOI: 10.1016/j.soc.2018.05.011] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022]
Abstract
Rising health care costs superimposed on uncertainty surrounding the relationship between health care spending and quality have resulted in an urgent need to develop strategies to better align health care payment with value. Such approaches, at least in theory, work to achieve the dual aims of reducing growth in health care spending and improving population health. To date, surgery has not been prioritized in accountable care organizations (ACOs). Nonetheless, it is critically important to begin to consider strategic and impactful mechanisms through which surgery can be seamlessly woven into innovative population health models.
Collapse
|
20
|
Modi PK, Kaufman SR, Borza T, Yan P, Miller DC, Skolarus TA, Hollingsworth JM, Norton EC, Shahinian VB, Hollenbeck BK. Variation in prostate cancer treatment and spending among Medicare shared savings program accountable care organizations. Cancer 2018; 124:3364-3371. [PMID: 29905943 DOI: 10.1002/cncr.31573] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/03/2018] [Revised: 04/27/2018] [Accepted: 05/03/2018] [Indexed: 11/12/2022]
Abstract
BACKGROUND Accountable care organizations (ACOs) have been shown to reduce prostate cancer treatment among men unlikely to benefit because of competing risks (ie, potential overtreatment). This study assessed whether the level of engagement in ACOs by urologists affected rates of treatment, overtreatment, and spending. METHODS A 20% sample of national Medicare data was used to identify men diagnosed with prostate cancer between 2012 and 2014. The extent of urologist engagement in an ACO, as measured by the proportion of patients in an ACO managed by an ACO-participating urologist, served as the exposure. The use of treatment, potential overtreatment (ie, treatment in men with a ≥75% risk of 10-year noncancer mortality), and average payments in the year after diagnosis for each ACO were modeled. RESULTS Among 2822 men with newly diagnosed prostate cancer, the median rates of treatment and potential overtreatment by an ACO were 71.3% (range, 23.6%-79.5%) and 53.6% (range, 12.4%-76.9%), respectively. Average Medicare payments among ACOs in the year after diagnosis ranged from $16,523.52 to $34,766.33. Stronger urologist-ACO engagement was not associated with treatment (odds ratio, 0.87; 95% confidence interval, 0.6-1.2; P = .4) or spending (9.7% decrease in spending; P = .08). However, urologist engagement was associated with a lower likelihood of potential overtreatment (odds ratio, 0.29; 95% confidence interval, 0.1-0.86; P = .03). CONCLUSIONS ACOs vary widely in treatment, potential overtreatment, and spending for prostate cancer. ACOs with stronger urologist engagement are less likely to treat men with a high risk of noncancer mortality, and this suggests that organizations that better engage specialists may be able to improve the value of specialty care. Cancer 2018. © 2018 American Cancer Society.
Collapse
Affiliation(s)
- Parth K Modi
- Division of Oncology, Department of Urology, University of Michigan, Ann Arbor, Michigan.,Division of Health Services Research, Department of Urology, University of Michigan, Ann Arbor, Michigan
| | - Samuel R Kaufman
- Division of Health Services Research, Department of Urology, University of Michigan, Ann Arbor, Michigan
| | - Tudor Borza
- Division of Oncology, Department of Urology, University of Michigan, Ann Arbor, Michigan.,Division of Health Services Research, Department of Urology, University of Michigan, Ann Arbor, Michigan
| | - Phyllis Yan
- Division of Health Services Research, Department of Urology, University of Michigan, Ann Arbor, Michigan
| | - David C Miller
- Division of Oncology, Department of Urology, University of Michigan, Ann Arbor, Michigan.,Division of Health Services Research, Department of Urology, University of Michigan, Ann Arbor, Michigan
| | - Ted A Skolarus
- Division of Oncology, Department of Urology, University of Michigan, Ann Arbor, Michigan.,Division of Health Services Research, Department of Urology, University of Michigan, Ann Arbor, Michigan.,Center for Clinical Management and Research, VA Ann Arbor Healthcare System, Ann Arbor, Michigan
| | - John M Hollingsworth
- Division of Oncology, Department of Urology, University of Michigan, Ann Arbor, Michigan.,Division of Health Services Research, Department of Urology, University of Michigan, Ann Arbor, Michigan
| | - Edward C Norton
- Department of Health Management and Policy, University of Michigan, Ann Arbor, Michigan.,Department of Economics, University of Michigan, Ann Arbor, Michigan.,National Bureau of Economic Research, Cambridge, Massachusetts
| | - Vahakn B Shahinian
- Department of Internal Medicine, University of Michigan, Ann Arbor, Michigan
| | - Brent K Hollenbeck
- Division of Oncology, Department of Urology, University of Michigan, Ann Arbor, Michigan.,Division of Health Services Research, Department of Urology, University of Michigan, Ann Arbor, Michigan
| |
Collapse
|
21
|
Luckenbaugh AN, Borza T. Author Reply. Urology 2018; 116:75. [PMID: 29735334 DOI: 10.1016/j.urology.2018.01.058] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/17/2022]
Affiliation(s)
- Amy N Luckenbaugh
- Dow Division for Health Services Research, Department of Urology, University of Michigan, Ann Arbor, MI
| | - Tudor Borza
- Dow Division for Health Services Research, Department of Urology, University of Michigan, Ann Arbor, MI
| |
Collapse
|