Background
Continuity of care (COC) is a multidimensional construct representing the process by which the patient and healthcare team are cooperatively involved over time in healthcare management, with the shared goal of high-quality, cost-effective care [
1,
2]. High care continuity is associated with greater patient satisfaction [
3‐
5], improved care team communication, and lower overuse of procedures [
6]. With up to 80% of medical errors related to miscommunication arising during care transitions [
7], care continuity may influence not only the patient experience, but also risk of adverse clinical events. Results from clinical trials [
8] and observational studies [
9] suggest that higher care continuity is associated with improved outcomes, and that this association may be particularly important in older adult populations [
10,
11]. Associations appear to persist for observed continuity in both primary care and specialty care settings, each of which has been shown to be associated with lower risk of inpatient and ED visits [
12].
Given that patients with dementia typically have a high comorbidity burden and often receive care from multiple providers in the ambulatory setting [
13], COC may be especially important for reducing unnecessary utilization and improving outcomes. Receiving results of an amyloid-β PET scan could theoretically impact diagnostic uncertainty, subsequent care-seeking patterns and, as a result, care continuity for people with MCI. However no studies to date have examined changes in COC following amyloid-β PET scan. . Additionally, care partners for persons with dementia often play an important role in clinical decision-making and care-seeking behavior. However, whether care partner perception of care involvement meaningfully influences COC has not been well-defined. We evaluated associations between amyloid-β PET scan results (elevated amyloid plaque levels can be indicative of Alzheimer’s disease) and changes in COC from the year prior to the scan to the year following the scan, as well as variation in these associations by care partner-perceived communication with the care team. We hypothesized that COC would change following a receipt of amyloid-β PET scan, with greater changes among those with an elevated scan result due to reductions in care-seeking given the greater certainty of AD diagnosis.
Methods
Data sources
Our analysis linked data from two sources. The first data source was the Caregivers' Reactions and Experience, a supplemental study of the Imaging Dementia Evidence for Amyloid Scanning Study (CARE-IDEAS) (
www.ideas-study.org). “IDEAS study participants who had a care partner and indicated willingness to be contacted about an additional study were included. Of 3717 IDEAS study participants who agreed to be contacted, 2228 scan recipients and 1872 of their care partners (the “dyad”) completed CARE-IDEAS baseline surveys.” [
14] Amyloid scans in the IDEAS study were interpreted based on FDA guidelines by imaging specialists as elevated (cortical tracer retention) or non-elevated (white matter retention only) [
15]. The second data source was Medicare inpatient, outpatient, carrier and Master Beneficiary Summary File (MBSF) institutional files for the observation period from 2015 through 2018. For this analysis, we used claims from the one-year period preceding and following each participant’s amyloid-β PET scan date. We excluded participants with the following characteristics: (1) without complete patient-partner dyad baseline survey data; (2) uninterpretable or missing amyloid-β PET scan results; (3) death within one year of the scan; (4) without continuous fee-for-service Medicare coverage in the year prior to and following the scan; and (5) missing information on the care partner-perceived communication with the care team measure, or CAPACITY communication domain. Because COC is less meaningful with fewer healthcare encounters, we additionally excluded participants with fewer than 4 claims for healthcare encounters in either of the 1-year periods before and after the scan.
Continuity of care
We conceptualized care continuity as dispersion of care across multiple providers, as evidenced by healthcare encounters with distinct clinicians. We used the Bice-Boxerman formula to calculate a participant-level care continuity score based on claims from all ambulatory evaluation and management visits in Medicare claims during the year prior and the year following receipt of the amyloid-β PET scan [
16]. The score ranges from 0 to 1, with a score of 0 indicating no continuity of care (all visits to unique providers) and 1 indicating perfect continuity of care (all visits to the same provider). Visits on the date of the scan (+/− 1 day) were excluded from the COC calculation because they are related to the study rather than usual care.
Statistical analysis
We compared baseline characteristics by scan result using standardized differences for means and proportions. To evaluate changes in COC before and after the scan, we used multiple regression models adjusting for participant age, sex, race, education, cognitive function (TICS-M), general health status, the Charlson Comorbidity Index, and included an indicator for scan result (elevated vs. not elevated amyloid plaque level). Elevated amyloid plaque levels can be indicative of Alzheimer’s disease [
17]. To evaluate whether associations changed with caregiver-perceived communication with the care team, we used data from the communication domain of CAPACITY, a validated measure of caregiver-perceived quality of communication with the health care team [
18]. We assessed for an interaction between caregiver-perceived communication and scan result on care continuity by including an interaction term for the communication domain score and elevated vs. not elevated scan result in the regression model. Missing covariate data were addressed using a missing category for categorical variables and simple imputation to the mean for continuous variables. Analyses were performed in SAS v9.4. The CARE-IDEAS study was approved by the Brown University Institutional Review Board (#1606001534).
Results
There were 1171 cohort members included in our analytic population. The mean age (SD) was 75.2 (5.4) years, 61.5% of cohort members were male and 93.9% were non-Hispanic white (Table
1). Over two-thirds of cohort members (68.1%) had an elevated amyloid-β PET scan. Compared with those without an elevated scan, patients with an elevated scan were less likely to be college-educated and had a lower mean TICS-M score (19.7 vs. 22.5). Those with an elevated scan were also less likely to have hypertension, active depression, or be current/former tobacco users than those with a not elevated scan. Mean Charlson Comorbidity Index scores were slightly lower among cohort members with an elevated scan than those with a non-elevated scan (2.66 vs. 3.09). Care partner characteristics, including general health status and CAPACITY communication domain score, were comparable among those with elevated and not elevated scan results (Table
2).
Table 1
Study participant characteristics (baseline survey data)
N | 1171 | 798 | 373 | |
Continuity of care change |
Pre-scan, mean (SD) | 0.15 (0.10) | 0.16 (0.10) | 0.15 (0.10) | .38 |
Post-scan, mean (SD) | 0.16 (0.11) | 0.16 (0.10) | 0.15 (0.11) | .07 |
Change score, mean (SD) | 0.00 (0.11) | 0.00 (0.11) | -0.00 (0.11) | .23 |
Patient characteristics |
Age, mean (SD) | 75.17 (5.35) | 75.60 (5.30) | 74.27 (5.35) | < .001 |
Male | 720 (61.5%) | 480 (60.2%) | 240 (64.3%) | .17 |
Non-Hispanic white | 1099 (93.9%) | 750 (94.0%) | 349 (93.6%) | .78 |
Education | | | | .11 |
High school graduate or less | 176 (15.0%) | 131 (16.4%) | 45 (12.1%) | |
Some college | 297 (25.4%) | 190 (23.8%) | 107 (28.7%) | |
Bachelor’s degree | 292 (24.9%) | 204 (25.6%) | 88 (23.6%) | |
Graduate degree | 406 (34.7%) | 273 (34.2%) | 133 (35.7%) | |
Bachelors degree or higher | 698 (59.6%) | 477 (59.8%) | 221 (59.2%) | .86 |
Cognitive functioning (TICS-M), Mean (SD) | 20.59 (6.12) | 19.72 (6.19) | 22.47 (5.54) | < .001 |
Patient medical history |
Chronic kidney disease | 37 (3.2%) | 24 (3.0%) | 13 (3.5%) | .66 |
Hypertension | 611 (52.2%) | 397 (49.7%) | 214 (57.4%) | .01 |
Atrial fibrillation | 114 (9.7%) | 74 (9.3%) | 40 (10.7%) | .44 |
Ischemic heart disease | 131 (11.2%) | 93 (11.7%) | 38 (10.2%) | .46 |
Chronic obstructive pulmonary disease | 33 (2.8%) | 18 (2.3%) | 15 (4.0%) | .09 |
Diabetes | 163 (13.9%) | 102 (12.8%) | 61 (16.4%) | .10 |
Active depression | 221 (18.9%) | 136 (17.0%) | 85 (22.8%) | .02 |
Prior history of stroke or TIA | 117 (10.0%) | 75 (9.4%) | 42 (11.3%) | .32 |
Congestive heart failure | 27 (2.3%) | 16 (2.0%) | 11 (2.9%) | .32 |
Multiple sclerosis | * | * | * | .13 |
Parkinsons | 20–30 (1.7–2.6%) | 14 (1.8%) | * | .30 |
Traumatic brain injury | 66 (5.6%) | 45 (5.6%) | 21 (5.6%) | .99 |
Bipolar affective disorder | 17 (1.5%) | * | * | .02 |
History of acute myocardial infarction | 49 (4.2%) | 31 (3.9%) | 18 (4.8%) | .45 |
Dyslipidemia | 554 (47.3%) | 371 (46.5%) | 183 (49.1%) | .41 |
Epilepsy or seizure disorder | 29 (2.5%) | 18 (2.3%) | 11 (2.9%) | .48 |
Patient uses or has used tobacco | 220 (18.8%) | 136 (17.0%) | 84 (22.5%) | .03 |
Charlson Comorbidity Index, mean (SD) | 2.80 (2.32) | 2.66 (2.22) | 3.09 (2.48) | .01 |
Table 2
Care partner characteristics
N | 1171 | 798 | 373 | |
Care partner characteristics |
Age, mean (SD) | 71.04 (9.11) | 71.49 (8.82) | 70.07 (9.65) | .02 |
Male | 366 (31.3%) | 260 (32.6%) | 106 (28.4%) | .15 |
Non-Hispanic white | 1099 (93.9%) | 755 (94.6%) | 344 (92.2%) | .11 |
Education | | | | .83 |
High school graduate or less | 153 (13.1%) | 103 (12.9%) | 50 (13.4%) | |
Some college | 342 (29.2%) | 229 (28.7%) | 113 (30.3%) | |
Bachelor’s degree | 316 (27.0%) | 214 (26.8%) | 102 (27.3%) | |
Graduate degree | 360 (30.7%) | 252 (31.6%) | 108 (29.0%) | |
Bachelors degree or higher | 676 (57.7%) | 466 (58.4%) | 210 (56.3%) | .50 |
Working full- or part-time | 275 (23.5%) | 190 (23.8%) | 85 (22.8%) | .70 |
General health status (self-assessed) | | | | .25 |
Excellent | 191 (16.3%) | 143 (17.9%) | 48 (12.9%) | |
Very good | 512 (43.7%) | 346 (43.4%) | 166 (44.5%) | |
Good | 324 (27.7%) | 211 (26.4%) | 113 (30.3%) | |
Fair | 112 (9.6%) | 76 (9.5%) | 30-40 (8.0%-10.7%) | |
Poor | 30–40 (2.5–3.4%) | 22 (2.8%) | * | |
General health status (self-assessed), mean (SD) | 2.39 (0.96) | 2.36 (0.97) | 2.45 (0.93) | .09 |
CAPACITY: communication domain score, mean (SD) | 3.07 (0.69) | 3.09 (0.68) | 3.02 (0.71) | .12 |
Mean COC for all patients was 0.154 (SD = 0.102; range = 0–0.73) prior to the amyloid-β PET scan and 0.158 (SD = 0.105; range = 0–1.0) in the following year. Pre- and post-scan COC ranges were similar among those with elevated and non-elevated scans. Following the scan, the mean COC index score increased (95% CI) by 0.005 (−0.008, 0.019) points more for elevated relative to not elevated scan recipients, but this change was not statistically significant. After the scan, the COC index score declined for 48.0% of study participants and increased for 50.2% of participants. These percentages were comparable among participants with elevated and not elevated scans.
The association between patient and care partner covariates and post-scan changes in COC are displayed in Table
3. Increasing comorbidity burden, as represented by the Charlson Index, was associated with increases in continuity of care post-scan. There was no association between scan result (elevated vs. not elevated) or any other patient covariates and changes in COC score after the scan. Likewise, none of the care partner covariates examined were associated with statistically significant changes in COC post-scan. Inclusion of the CAPACITY communication domain score in regression models did not materially change results, and no interaction between the communication score and scan result was observed.
Table 3
Difference in changes in CoC by amyloid-β scan, with and without covariates
Unadjusted |
Amyloid-β scan | 0.005 (−0.008, 0.019) | 0.75 | 0.453 |
Predictors | β | 95%CI (U,L) | p-value |
Adjusted |
Constant | 0.004517 | (−0.04, 0.05) | 0.8429 |
Elevated scan (ref = not elevated) | 0.007087 | (−0.01, 0.02) | 0.3256 |
Patient covariates |
Age | 0.000125 | (−0.00, 0.00) | 0.8570 |
TICSm | −0.00015 | (−0.00, 0.00) | 0.7842 |
Male sex (ref = female) | −0.00926 | (−0.04, 0.02) | 0.4912 |
Bachelor’s or higher (ref = less than Bachelor’s) | 0.000364 | (−0.01, 0.01) | 0.9601 |
Non-Hispanic white (ref = all other) | 0.009614 | (−0.02, 0.04) | 0.4995 |
Charlson Comorbidity Index | 0.003214 | (0.00, 0.01) | 0.0256 |
Care partner covariates |
Age | −0.00036 | (−0.00, 0.00) | 0.4508 |
Male sex (ref=female) | −0.00242 | (−0.03, 0.03) | 0.8685 |
Bachelor’s or higher (ref=less than Bachelor’s) | 0.006624 | (−0.01, 0.02) | 0.3481 |
Non-Hispanic white (ref = all other) | −0.02064 | (−0.05, 0.01) | 0.1467 |
Working, full- or part-time (ref = not working) | −0.00787 | (−0.03, 0.01) | 0.3721 |
Care partner general health (ref = excellent) |
Very good | 0.01170 | (−0.01, 0.03) | 0.2156 |
Good | 0.009190 | (−0.01, 0.03) | 0.3709 |
Fair | 0.005612 | (−0.02, 0.03) | 0.6751 |
Poor | 0.007673 | (−0.03, 0.05) | 0.7200 |
Discussion
In this study, we linked Medicare claims data to the CARE-IDEAS cohort to evaluate changes in care continuity before and after amyloid-β PET scan and examined whether COC changes varied for people with elevated vs. not elevated scan results and for those with better caregiver-health care team communication. Our three main findings are as follows: (1) mean care continuity overall increased slightly following the scan, but this change was not statistically significant; (2) pre-post changes in care continuity were comparable for those with elevated and not elevated scan results; and (3) caregiver communication with the care team did not appear to modify pre-post changes in care continuity.
Prior studies have demonstrated that low care continuity adversely impacts clinical outcomes and contributes to unnecessary utilization [
10,
19]. Among other factors, variation in care continuity is driven by access, care-seeking behaviors, and communication between care providers [
20,
21]. We hypothesized that care continuity would change following a receipt of amyloid-β PET scan, with greater changes among those with an elevated scan result due to reductions in care-seeking given the greater certainty of AD diagnosis. While we found improvement in overall care continuity post-scan, this association was not significant, and did not differ by scan result or caregiver-perceived communication. The lack of observed associations between scan result, caregiver-perceived communication and care continuity may be due to several factors. First, while we used a 1-year CoC assessment period to characterize care patterns while maximizing inclusion of study participants, patterns of CoC may differ over longer assessment periods. Second, in this cohort of Medicare beneficiaries, healthcare access may be more equitable than in other cohorts, resulting in more established care patterns that is unlikely to be impacted by the results of any single diagnostic test or procedure. Finally, while caregiver communication with the care team represents one dimension of information flow, other dimensions, such as communication across provider groups for a complex patient population such as the CARE-IDEAS cohort, may be more impactful but were not available in our dataset.
Our study has several limitations worth noting. First, our study population comprises a subsample of a larger population of research study volunteers, the majority of whom are white and college-educated. Given that care fragmentation may disproportionately affect people with lower socioeconomic strata, results may not generalize to populations most likely to be negatively impacted by lack of coordination [
22]. Second, the Bice-Boxerman COC score is estimated from dispersion of visits across providers and may not fully capture other important aspects of continuity, like direct provider-to-provider communication [
5], or other important aspects of care quality, like adherence to clinical guidelines. Therefore, even a perfect COC score may not translate to ideal care for a given individual. Third, we chose a 1-year period before and after the scan to ensure temporal proximity of COC changes and limit selection bias associated with longer observation time requirements. However, changes in care continuity following scan results may require additional time to become observable. Additionally, we excluded participants who died during the follow-up period, a population who may have had different patterns of care continuity prior to death. Finally, while we were able to adjust for a detailed list of confounders using baseline data from IDEAS, our estimates may be influenced by residual confounding.
There is currently no consensus on the ideal level of care continuity as measured by healthcare encounters in patients with cognitive impairment. Future work is needed to understand how continuity varies across populations with MCI or dementia, and whether this variation is associated with access to and utilization of appropriate care.
Conclusions
Continuity of care did not meaningfully change following receipt of amyloid β PET scan in a population of Medicare beneficiaries with MCI or dementia of uncertain etiology. Future work examining how care continuity varies across marginalized populations with cognitive impairment is needed.
Acknowledgements
The authors acknowledge Faye Dvorchak, Kathleen Nye, and Bobbi Burwell for their support in managing the CARE-IDEAS study and Wenhan Zhang for her editorial support. They also acknowledge the caregivers and patients affiliated with the Duke Bryan Center for helping us pilot test survey questions and the participants in the CARE-IDEAS Study.
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