| Literature DB >> 35977279 |
Caroline P Thirukumaran1,2,3, Benjamin F Ricciardi1,3, Xueya Cai4, Robert G Holloway5,6, Yue Li2, Laurent G Glance7,2,8.
Abstract
Importance: Medicare beneficiaries with Alzheimer disease and related dementias (ADRD) are a particularly vulnerable group in whom arthritis is a frequently occurring comorbidity. Medicare's mandatory bundled payment reform-the Comprehensive Care for Joint Replacement (CJR) model-was intended to improve quality and reduce spending in beneficiaries undergoing joint replacement surgical procedures for arthritis. In the absence of adjustment for clinical risk, hospitals may avoid performing elective joint replacements for beneficiaries with ADRD. Objective: To evaluate the association of the CJR model with utilization of joint replacements for Medicare beneficiaries with ADRD. Design Setting and Participants: This cohort study used national Medicare data from 2013 to 2017 and multivariable linear probability models and a triple differences estimation approach. Medicare beneficiaries with a diagnosis of arthritis were identified from 67 metropolitan statistical areas (MSAs) mandated to participate in CJR and 104 control MSAs. Data were analyzed from July 2020 to July 2021. Exposures: Implementation of the CJR model in 2016. Main Outcomes and Measures: Outcomes were separate binary indicators for whether or not a beneficiary underwent hip or knee replacement. Key independent variables were the MSA group, before-CJR and after-CJR phase, ADRD diagnosis, and their interactions. The linear probability models controlled for beneficiary characteristics, MSA fixed effects, and time trends.Entities:
Mesh:
Year: 2022 PMID: 35977279 PMCID: PMC8903111 DOI: 10.1001/jamahealthforum.2021.5111
Source DB: PubMed Journal: JAMA Health Forum ISSN: 2689-0186
Descriptive Statistics for Medicare Beneficiaries With a Diagnosis of Arthritis Residing in CJR and Non-CJR MSAs in 2013
| Characteristic | No. (%) | |||
|---|---|---|---|---|
| MSAs | Total | |||
| CJR | Non-CJR | |||
| No. | ||||
| MSAs | 67 | 104 | 171 | NA |
| Beneficiaries | 2 167 927 | 2 520 736 | 4 688 663 | NA |
| ADRD | 434 636 (20.1) | 450 796 (17.9) | 885 432 (18.9) | <.001 |
| Age, mean (SD), y | 77.39 (8.0) | 76.92 (7.9) | 77.14 (7.9) | <.001 |
| Sex | ||||
| Female | 1 447 787 (66.8) | 1 663 135 (66.0) | 3 110 922 (66.4) | <.001 |
| Male | 720 140 (33.2) | 857 601 (34.0) | 1 577 741 (33.7) | |
| Race and ethnicity | ||||
| Asian | 84 977 (3.9) | 46 846 (1.9) | 131 823 (2.8) | <.001 |
| Hispanic | 74 778 (3.5) | 37 248 (1.5) | 112 026 (2.4) | |
| Non-Hispanic | ||||
| Black | 174 683 (8.1) | 232 064 (9.2) | 406 747 (8.7) | |
| White | 1 775 896 (81.9) | 2 152 536 (85.4) | 3 928 432 (83.8) | |
| North American Native | 3859 (0.2) | 6791 (0.3) | 10 650 (0.2) | |
| Unknown | 14 998 (0.7) | 12 155 (0.5) | 27 153 (0.6) | |
| Other | 38 736 (1.8) | 33 096 (1.3) | 71 832 (1.5) | |
| Dual eligible | 442 512 (20.4) | 350 195 (13.9) | 792 707 (16.9) | <.001 |
| Sum of comorbidities, mean (SD) | 4.49 (2.6) | 4.27 (2.5) | 4.37 (2.5) | <.001 |
| Replacements | ||||
| Hip | 20 935 (1.0) | 26 215 (1.0) | 47 150 (1.0) | <.001 |
| Knee | 42 294 (2.0) | 55 671 (2.2) | 97 965 (2.1) | <.001 |
Abbreviations: ADRD, Alzheimer disease and related dementias; CJR, Comprehensive Care for Joint Replacement model; MSA, metropolitan statistical area; NA, not applicable.
P values for Kruskal-Wallis tests (for continuous variables) or χ2 tests (for categorical variables) that test for the distribution of characteristics across CJR and non-CJR MSAs.
Data from the 2013 Master Beneficiary Summary File—Base Segment and Chronic Conditions Segment.
Other: This category is included in Medicare’s Master Beneficiary Summary File.
Mean of 23 chronic conditions excluding ADRD obtained from the Master Beneficiary Summary File—Chronic Conditions Segment. Distribution of comorbidities for Medicare beneficiaries included in this table is presented in eTable 1 in the Supplement.
Data from the 2013 Medicare Provider Analysis and Review file. Descriptive statistics for patients who underwent hip and knee replacement are presented in eTables 2 and 3 in the Supplement.
Figure 1. Unadjusted Trends in the Percentage of Medicare Beneficiaries Undergoing Hip and Knee Replacements in CJR and Non-CJR MSAs From 2013 to 2017
ADRD indicates Alzheimer disease and related dementias; CJR, Comprehensive Care for Joint Replacement model; MSA, metropolitan statistical area.
Authors’ analysis of the 2013 to 2017 Medicare Master Beneficiary Summary File (base and chronic conditions segment) and Medicare Provider Analysis and Review File. The year markings on the x-axis represent the end of the respective year. The dotted vertical line represents the date of CJR implementation in April 2016.
Surgical Rates (Expressed in Percentages) for Total Hip and Total Knee Replacement With CJR Implementation (2013-2017) (Observations, n = 19 468 093; MSAs, n = 171)
| Surgical procedure | MSA, unadjusted, % (95% CI) | Adjusted, difference % (95% CI) | ||||
|---|---|---|---|---|---|---|
| CJR | Non-CJR | Change in CJR MSAs vs non-CJR MSAs | Change with respect to beneficiaries without ADRD | |||
| Column A | Column B | Column C | Column D | |||
| Before | After | Before | After | %-Point difference | %-Point difference | |
|
| ||||||
| ADRD status | ||||||
| ADRD | 0.38 (0.36 to 0.39) | 0.43 (0.40 to 0.46) | 0.41 (0.39 to 0.43) | 0.50 (0.47 to 0.53) | −0.07 (−0.13 to −0.001) | 0.01 (−0.08 to 0.09) |
| No ADRD | 1.17 (1.16 to 1.18) | 1.25 (1.24 to 1.27) | 1.21 (1.21 to 1.22) | 1.30 (1.29 to 1.31) | −0.07 (−0.12 to −0.02) | 1 [Reference] |
|
| ||||||
| ADRD status | ||||||
| ADRD | 0.70 (0.67 to 0.72) | 0.80 (0.76 to 0.84) | 0.81 (0.78 to 0.83) | 0.92 (0.88 to 0.96) | −0.01 (−0.05 to 0.04) | −0.03 (−0.09 to 0.02) |
| No ADRD | 2.25 (2.23 to 2.26) | 2.37 (2.35 to 2.39) | 2.47 (2.46 to 2.48) | 2.52 (2.50 to 2.54) | 0.02 (−0.01 to 0.06) | 1 [Reference] |
Abbreviations: ADRD, Alzheimer disease and related dementias; CJR, Comprehensive Care for Joint Replacement model; MSA, metropolitan statistical area.
Adjusted rates (expressed in percentages) from patient-level multivariable linear regression models with robust/sandwich estimators of variance. The models assessed CJR’s association with the use of surgical procedures for beneficiaries with and without ADRD in CJR MSAs vs non-CJR MSAs. The models controlled for age, sex, race and ethnicity, dual eligibility, comorbidities, calendar year (and relevant interactions with CJR MSA and ADRD indicator), MSA fixed effects, and MSA weights. The analysis excluded data from 2016 because the CJR was introduced in April 2016, and this implementation precludes the classification of Medicare beneficiaries into a before-CJR and after-CJR cohort.
Column A presents the unadjusted rates (expressed in percentages) of surgical procedures in CJR MSAs.
Column B presents the unadjusted rates (expressed in percentages) of surgical procedures in non-CJR MSAs.
Column C presents the percentage point differences in the rates of surgical procedures for each ADRD status group in CJR MSAs with CJR implementation vs non-CJR MSAs (“double difference”).
Column D presents the percentage point differences in the rates of surgical procedures for beneficiaries with ADRD compared with those without ADRD in CJR MSAs with CJR implementation vs non-CJR MSAs (“triple difference”).
P = .046.
P = .007.
Figure 2. Changes in Adjusted Percentages of Hip and Knee Replacement Use With Comprehensive Care for Joint Replacement Model (CJR) Implementation
ADRD indicates Alzheimer disease and related dementias; MSA, metropolitan statistical area.
Differences in adjusted percentages derived from patient-level multivariable linear regression models with robust/sandwich estimators of variance (Table 2). The interpretation of the bars are as follows: (a) The CJR MSA bars represent the change in THR/TKR use with CJR implementation in CJR MSAs. (b) The non-CJR MSA bars represent the change in THR/TKR use in non-CJR MSAs. (c) The double difference bars represent the change in THR/TKR use in CJR MSAs compared with non-CJR MSAs (a − b) for beneficiaries with and without ADRD. These are the double differences estimates reported in column C of Table 2. (d) The triple difference bars represent the change in THR/TKR use in CJR MSAs vs non-CJR MSAs for beneficiaries with ADRD compared with those without ADRD (c for ADRD − c for non-ADRD). These estimates are the triple differences estimates reported in column D of Table 2.