Abstract
Background and Purpose
Stroke patients appear to have improved outcomes when cared for by neurologists but the mechanism by which improved outcome is achieved is unclear. This study compares 30-day cause-specific rehospitalization, 30-day mortality, and specific processes of care for patients treated by a neurologist only, a generalist only, a neurologist and a generalist (i.e., collaborative care), or by another specialist during the index hospitalization.
Methods
This study uses Cox regression to analyze claims and enrollment data from 44,099 Medicare beneficiaries 65 years of age and older discharged with acute ischemic stroke during 1998–2000 in 11 U.S. metropolitan regions.
Results
Patients seen by neurologists had more severe stroke than patients seen by generalists, though patients seen by generalists had more comorbidities. Patients seen by neurologists (alone or collaboratively) had 10% and 16% lower risk of 30-day mortality, respectively. Patients seen by a neurologist only had a 12% lower risk of rehospitalization for infections and aspiration pneumonitis. In contrast, patients seen by neurologists had higher risk of rehospitalizations for atherosclerotic (cardiovascular and non-acute cerebrovascular) disease. Patients seen by neurologists were more likely to be discharged to inpatient rehabilitation, had longer lengths of stay, and were more likely to receive warfarin after discharge.
Conclusions
Results support the hypothesis that neurologists improve outcomes specifically by reducing the potential for aspiration (through increased swallowing evaluations) or improving functioning (through use of rehabilitation therapy). Future studies should continue to examine the mechanisms by which neurologists may achieve better outcomes for stroke care.
Keywords: Aged, Cerebrovascular Disorders; Medicare; Stroke; Neurology Care
Introduction
Stroke patients appear to have improved mortality and reduced disability when cared for by neurologists during the inpatient hospitalization,[1–4] but neurologists also have increased testing[1, 3] and are significantly more expensive.[1] The added value of neurology care for stroke patients continues to be hotly debated[5, 6] and is fueled by the relative lack of studies identifying specific mechanisms through which care by a neurologist can be shown to improve outcomes such as mortality.[7]
As pressure to contain the cost of health care increases, it is critical to begin understanding the organizational arrangements and mechanisms by which neurologists (alone or in collaboration with generalists) may achieve improved outcomes for stroke care. [8] Neurologists do have a different practice style when compared to generalist physicians,[1, 3] including increased use of antiplatelets,[3] occupational and speech therapy,[3] anticoagulants,[1] and discharge to inpatient rehabilitation facilities[1] as well as increased diagnostic testing,[1, 3] and longer length of stay.[1] The goal of this study is to compare 30-day cause-specific rehospitalization, 30-day mortality, and specific processes of care for older stroke patients treated by a neurologist only, a generalist only, both a neurologist and a generalist, or by another specialist during the index hospitalization.
Methods
We identified 44,099 Medicare beneficiaries 65 years of age and older discharged with acute ischemic stroke during 1998–2000 in 11 metropolitan regions based on an ICD-9 diagnosis code of 434 or 436 in the first position on the discharge diagnosis list. We obtained administrative data from the Centers for Medicare and Medicaid Services and from a large national health maintenance organization (HMO). Neurology care or generalist care (family practitioners, general practitioners, or internists) was identified by the presence of one or more claims during the index hospital admission. The dependent variables were the time in days from index hospital admission to death or rehospitalization (excluding admission to a rehabilitation facility or inpatient rehabilitation unit). Additional dependent variables representing the process of care included discharge destination, length of stay for the index admission, and warfarin use. Use of warfarin after discharge was proxied by claims for prothrombin time tests within 30 days after the stroke admission date (or prior to rehospitalization if rehospitalized within 30 days).
Primary diagnoses for the first rehospitalization within 30 days of the index admission date were categorized using Clinical Classification Software.[9] Control variables included individual sociodemographics, neighborhood socioeconomics (through Census 2000), HMO membership, comorbidities,[10] mechanical ventilation,[11] and placement/revision of a gastrostomy tube.[12]
Cox regression was used to examine the relationship of physician specialty to 30-day rehospitalization and mortality. Because death is a competing risk for rehospitalization (i.e., patients cannot be rehospitalized after dying), patients who died were censored in the rehospitalization model at the date of death. Patients who were rehospitalized and subsequently died contributed to both the rehospitalization and mortality models. HMO patients who disenrolled were censored at their disenrollment date in rehospitalization models but not in mortality models (mortality data was available for HMO patients who disenrolled). Adjusted mean predicted probabilities and 95% confidence intervals were bootstrapped by replicating analyses 1000 times. All statistical tests used robust variance estimates that allowed for clustering of patients within hospitals.
Results
Descriptive Characteristics
Patients seen by neurologists (either alone or collaboratively) had more severe stroke and those with collaborative care also had more comorbidities in addition to more severe stroke (Table 1). Patients seen by a generalist only had more comorbidities and less severe stroke.
Table 1.
Key characteristics of hospitalized acute stroke patients, by neurology care category (N=44,099)*
| Characteristic | Generalist only (N=8,071) | Neurologist only (N=7,408) | Collaborative care (N=26,558) | Other specialist (N=1,607) | No physician claims (N=455) | p-value |
|---|---|---|---|---|---|---|
| Sociodemographic | ||||||
| Age (mean in years) | 82 (8) | 79 (7) | 80 (7) | 80 (8) | 80 (8) | <0.0001 |
| Female | 66 | 58 | 61 | 62 | 64 | <0.0001 |
| Caucasian | 82 | 82 | 84 | 77 | 85 | <0.0001 |
| African-American | 15 | 14 | 12 | 18 | 13 | <0.0001 |
| Other | 2 | 4 | 4 | 5 | 2 | <0.0001 |
| Medicaid | 19 | 14 | 16 | 18 | 15 | <0.0001 |
| HMO membership | 12 | 14 | 9 | 27 | 22 | <0.0001 |
| % in block group below the poverty line (mean) | 0.12 (0.12) | 0.12 (0.11) | 0.11 (0.11) | 0.13 (0.13) | 0.12 (0.12) | <0.0001 |
| % adults >=25 years in block group with college degree (mean) | 0.23 (0.17) | 0.24 (0.17) | 0.24 (0.17) | 0.22 (0.17) | 0.21 (0.16) | <0.0001 |
| Prior medical history | ||||||
| Prior stroke | 8 | 7 | 7 | 8 | 11 | 0.004 |
| Cardiac arrhythmias | 39 | 39 | 41 | 37 | 37 | <0.0001 |
| Congestive heart failure | 27 | 22 | 24 | 25 | 25 | <0.0001 |
| Chronic pulmonary disease | 20 | 18 | 20 | 20 | 17 | 0.003 |
| Diabetes, uncomplicated | 23 | 21 | 22 | 24 | 24 | 0.014 |
| Diabetes, complicated | 7 | 8 | 8 | 6 | 7 | 0.001 |
| Hypertension | 72 | 72 | 74 | 69 | 71 | <0.0001 |
| Fluid and electrolyte disorders | 30 | 19 | 24 | 25 | 25 | <0.0001 |
| Valvular disease | 14 | 17 | 17 | 15 | 13 | <0.0001 |
| Peripheral vascular disorders | 16 | 14 | 15 | 16 | 13 | 0.002 |
| Hypothyroidism | 12 | 12 | 13 | 12 | 9 | 0.003 |
| Solid tumor without metastasis | 12 | 12 | 13 | 11 | 11 | 0.181 |
| Deficiency anemias† | 16 | 13 | 15 | 15 | 11 | <0.0001 |
| Depression | 9 | 7 | 9 | 8 | 7 | <0.0001 |
| Dementia | 28 | 20 | 22 | 23 | 26 | <0.0001 |
| Concurrent cardiac event | 2 | 2 | 2 | 2 | 0 | 0.074 |
| Disease severity | ||||||
| Mechanical ventilation | 2 | 4 | 4 | 2 | 1 | <0.0001 |
| Gastrostomy tube | 6 | 5 | 9 | 5 | 2 | <0.0001 |
| Hemiplegia or hemiparesis | 23 | 26 | 28 | 22 | 26 | <0.0001 |
| Residual neurological deficits | 14 | 17 | 20 | 13 | 14 | <0.0001 |
Values represent percents unless specified otherwise. Parentheses indicate standard deviations.
Includes anemias due to a nutritional deficiency (e.g., iron, vitamin B12, folate, protein, etc.)
30-day mortality and Rehospitalization
Patients who were seen by a neurologist only or who had collaborative care had significantly lower 30-day mortality when compared to patients seen by a generalist only (Table 2). Patients seen by a neurologist only also had a borderline lower risk of 30-day rehospitalization.
Table 2.
Hazard ratios (HR) and 95% confidence intervals (CI) for the relationship between neurology care and 30-day mortality and rehospitalization (N=44,099)
| 30-day mortality |
30-day rehospitalization |
||||||
|---|---|---|---|---|---|---|---|
| Category | Total N | N | HR* | 95% CI | N | HR* | 95% CI |
| Generalist only | 8,071 | 1,435 | 1.00 | 1,070 | 1.00 | ||
| Neurologist only | 7,408 | 1,013 | 0.90 | (0.82, 0.998) | 882 | 0.91 | (0.82, 1.006) |
| Collaborative care | 26,558 | 3,914 | 0.84 | (0.79, 0.90) | 3,442 | 0.95 | (0.88, 1.04) |
| Other specialist | 1607 | 300 | 1.17 | (1.02, 1.35) | 214 | 1.05 | (0.89, 1.24) |
| No physician claims | 455 | 86 | 1.01 | (0.75, 1.35) | 81 | 1.58 | (0.92, 2.70) |
Adjusted for age, female, race, Medicaid, % of the census block group aged 25+ with college degrees, % of persons in the census block group below the poverty line, geographic region, prior stroke, cardiac arrhythmias, congestive heart failure, chronic pulmonary disease, uncomplicated diabetes, complicated diabetes, hypertension, fluid and electrolyte disorders, valvular disease, peripheral vascular disorders, hypothyroidism, solid tumor without metastasis, deficiency anemias, depression, dementia, concurrent cardiac events, mechanical ventilation, gastrostomy tube, hemiplegia/hemiparesis, residual neurological deficit, year of index hospitalization, and HMO membership.
Cause-specific 30-day Rehospitalization
To examine specific mechanisms that might be associated with improved outcome, we examined cause-specific rehospitalization (Table 3). Patients seen by a neurologist only had a significant 12% decreased risk of rehospitalization for infections and aspiration pneumonitis, but showed a significant 17% increased risk of rehospitalization for heart disease. In addition, patients with collaborative care had a significant 19% increased risk of rehospitalization for non-acute cerbrovascular disease. With the exception of an increased risk of rehospitalization for “signs, symptoms, and ill-defined conditions” among patients with no physician claims, there were no other significant differences in the risk of rehospitalization.
Table 3.
Hazard ratios (HR) and 95% confidence intervals (CI) for the relationship between neurology care and 30-day cause-specific rehospitalization (N=44,099)
| Neurologist only Generalist only vs.
|
Collaborative care Generalist only vs.
|
Other specialist Generalist only vs.
|
No physician claims Generalist only vs.
|
|||||||
|---|---|---|---|---|---|---|---|---|---|---|
| Clinical Classification System (CCS)* | CCS Level | Frequency (N=44,099) | HR† | 95 % CI | HR† | 95 % CI | HR† | 95 % CI | HR† | 95 % CI |
| Not rehospitalized | n/a | 24,113 | 1.00 | 1.00 | 1.00 | 1.00 | ||||
| Infections and aspiration pneumonitis | 1, 8.1, 9.1, 10.4.1, 12.1, 13.1 | 3,733 | 0.88 | (0.78, 0.999) | 1.00 | (0.91, 1.09) | 0.94 | (0.78, 1.12) | 1.00 | (0.75, 1.34) |
| Heart disease | 7.2 | 3,250 | 1.17 | (1.02, 1.34) | 1.08 | (0.97, 1.20) | 1.08 | (0.90, 1.31) | 0.97 | (0.57, 1.65) |
| Acute cerebrovascular disease | 7.3.1 | 1,849 | 0.98 | (0.84, 1.14) | 0.98 | (0.85, 1.13) | 1.18 | (0.90, 1.54) | 1.21 | (0.81, 1.80) |
| Non-acute cerebrovascular disease | 7.3.2, 7.3.3, 7.3.4, 7.3.6 | 1,397 | 0.99 | (0.79, 1.23) | 1.19 | (1.003, 1.4) | 1.00 | (0.72, 1.39) | 1.27 | (0.71, 2.28) |
| Respiratory disease other than infection/aspiration and circulatory disease other than heart | 7.1, 7.4, 7.5, 8.2, 8.3, 8.5, 8.6, 8.8, 8.9 | 1,611 | 1.02 | (0.84, 1.24) | 1.12 | (0.97, 1.31) | 1.13 | (0.84, 1.51) | 0.79 | (0.43, 1.46) |
| Symptoms, signs, and ill-defined conditions | 17 | 847 | 0.92 | (0.71, 1.19) | 0.96 | (0.77, 1.19) | 1.00 | (0.68, 1.46) | 3.85 | (1.07, 13.89) |
| Injury and poisoning | 16 | 1,405 | 0.95 | (0.78, 1.16) | 1.03 | (0.88, 1.20) | 0.85 | (0.60, 1.21) | 0.80 | (0.42, 1.54) |
| Other | Remaining codes | 5,894 | 1.08 | (0.99, 1.18) | 1.00 | (0.93, 1.07) | 1.04 | (0.91, 1.19) | 1.09 | (0.84, 1.43) |
Category indicates primary diagnosis for first rehospitalization within 30 days of the index admission
Adjusted for age, female, race, Medicaid, % of the census block group aged 25+ with college degrees, % of persons in the census block group below the poverty line, geographic region, prior stroke, cardiac arrhythmias, congestive heart failure, chronic pulmonary disease, uncomplicated diabetes, complicated diabetes, hypertension, fluid and electrolyte disorders, valvular disease, peripheral vascular disorders, hypothyroidism, solid tumor without metastasis, deficiency anemias, depression, dementia, concurrent cardiac events, mechanical ventilation, gastrostomy tube, hemiplegia/hemiparesis, residual neurological deficit, year of index hospitalization, and HMO membership.
Discharge Destination, Length of Stay, and Warfarin Use
Neurologists and generalists differed significantly in the process of care for stroke patients (Table 4). After adjustment, patients who saw neurologists (either alone or collaboratively) were significantly more likely to be discharged to an inpatient rehabilitation facility when compared to patients who saw a generalist only, and patients who saw neurologists only were much less likely to be discharged to a skilled nursing facility. Patients who saw neurologists (either alone or collaboratively) also had somewhat longer lengths of stay. Finally, patients who saw neurologists showed greater warfarin use after discharge.
Table 4.
Adjusted predicted means or probabilities and 95% confidence intervals (CI) for discharge destination, length of stay, and warfarin use within 30 days, by neurology care category (N=44,099)
| Generalist only (N=8,071)
|
Neurologist only (N=7,408)
|
Collaborative care (N=26,558)
|
Other specialist (N=1,607)
|
|||||
|---|---|---|---|---|---|---|---|---|
| Variable | Percent or Mean* | 95% CI | Percent or Mean* | 95% CI | Percent or Mean* | 95% CI | Percent or Mean* | 95% CI |
| Length of Stay (mean in days) | 5.2 | (5.1, 5.3) | 5.6 | (5.5, 5.7) | 6.1 | (6, 6.1) | 4.6 | (4.4, 4.7) |
| Discharge Destination (%) | ||||||||
| Home | 29 | (28, 30) | 30 | (29, 31) | 26 | (26, 27) | 31 | (29, 34) |
| Home care | 14 | (13, 15) | 14 | (13, 15) | 14 | (14, 14) | 13 | (11, 15) |
| Rehabilitation facility | 12 | (11, 13) | 19 | (18, 20) | 19 | (19, 20) | 13 | (11, 15) |
| Skilled nursing facility | 32 | (31, 33) | 26 | (25, 27) | 31 | (30, 31) | 27 | (25, 29) |
| Other† | 12 | (11, 13) | 11 | (10, 11) | 10 | (10, 11) | 15 | (14, 17) |
| Warfarin Use (%)‡ | 17 | (16, 18) | 19 | (18, 20) | 18 | (18, 19) | 17 | (14, 19) |
Adjusted for age, female, race, Medicaid, % of the census block group aged 25+ with college degrees, % of persons in the census block group below the poverty line, geographic region, prior stroke, cardiac arrhythmias, congestive heart failure, chronic pulmonary disease, uncomplicated diabetes, complicated diabetes, hypertension, fluid and electrolyte disorders, valvular disease, peripheral vascular disorders, hypothyroidism, solid tumor without metastasis, deficiency anemias, depression, dementia, concurrent cardiac events, mechanical ventilation, gastrostomy tube, hemiplegia/hemiparesis, residual neurological deficit, year of index hospitalization and HMO membership.
“Other” category includes 3,183 patients who died during the index hospitalization, 1,209 patients discharged to hospice, 181 patients discharged to other facilities, and 199 patients with length of stay greater than or equal to 30 days (65 patients met more than one criteria).
Excludes “Other” category defined above
Cause-specific 30-day Rehospitalization, Discharge Destination, and Warfarin Use
To evaluate whether discharge destination and warfarin use explained cause-specific 30-day rehospitalization, we included these variables in the rehospitalization models for infections and aspiration pneumonitis, heart disease, and non-acute cerebrovascular disease. Including discharge destination and warfarin use in the cause-specific rehospitalization models (above) did not explain the rehospitalization results for heart disease and non-acute cerebrovascular disease. However, in the model for infections and aspiration pneumonitis, the hazard ratio was no longer statistically significant after including discharge destination and warfarin use [Hazard Ratio = 0.90, 95% Confidence Interval = (.80, 1.02)]. This change was primarily related to the inclusion of discharge destination.
Discussion
This study corroborates previous studies[1, 2] that found care by a neurologist is associated with better outcomes but also found no evidence that collaborative care by a generalist and neurologist is associated with better outcomes than care by a neurologist alone. This contrasts with studies showing improved care for patients with myocardial infarction[13] and congestive heart failure[14] when treated collaboratively as compared to care by either cardiologists or generalists alone. Because patients who saw a neurologist alone had more severe stroke but fewer comorbidities, it is possible that our finding is related to unidentified factors (e.g., unmeasured comorbidities) that we could not control for in this study. However, patients who received collaborative care had both more severe stroke and similar comorbidities when compared to patients who received generalist care only, yet still showed decreased mortality. It is also possible that other unmeasured differences between patients might also explain our results through residual confounding.
Our results represent the first population-based evidence suggesting that care by a neurologist is associated with lower risk of rehospitalizations for infections and aspiration. This is consistent with a large meta-analysis suggesting that stroke units may lower the risk of “complications of immobility” that could lead to death (examples included sepsis, venous thromboembolism, and decubitus ulceration), although they viewed their analyses as only suggestive.[7] However, it is important to note that stroke units are based on a collaborative care model characterized by collaborative multidisciplinary team care. Only a minority of these trials incorporated formal neurological department care. Results are also consistent with the hypotheses that neurologists improve outcomes specifically by reducing the potential for aspiration (through increased swallowing evaluations) or improving functioning (through use of rehabilitation therapy).[3] In contrast to previous work,[7] we found no evidence that neurology care was associated with lower risk of cardiovascular complications and, in fact, our data suggested the opposite association.
There are a variety of complex factors that may explain these differences in outcomes. Different practice styles by neurologists when compared to generalists may be particularly relevant.[1, 3] Important aspects of neurologist practice style include increased use of interventions by other specialties (occupational and speech therapy)[3] and use of other facilities (inpatient rehabilitation facilities[1]). Through increased referrals to these other specialties and facilities, neurologists represent an initial contact that may have complex effects on subsequent outcomes. This may be supported by our results suggesting that discharge destination partially explained the association between infections and aspiration pneumonitis. However, we did not have data on occupational and speech therapy, or on swallowing evaluations, which may also contribute to explaining these results.
Administrative data provide large sample sizes to study cause-specific rehospitalizations but also have substantial limitations. By using the primary discharge diagnosis code, we improve the likelihood of identifying true stroke but may bias the sample toward more benign outcomes as non-primary position patients have a larger comorbidity burden and higher 30-day case-fatality.[15] This approach may lead us to underestimate outcomes compared to the entire population of stroke patients.
Given the substantial burden associated with caring for older stroke patients in the United States, future studies should continue to examine the mechanisms by which neurologists working alone or collaboratively may achieve better outcomes for stroke care. If additional studies support our findings, the specific processes of care that lead to these improved outcomes need to be identified. Improved understanding of how neurologists might translate care processes into better outcomes can support both increased use of neurologists in caring for stroke and education for generalists about specific processes of stroke care that may enhance outcome.
Acknowledgments
This study was supported by a grant (R01-AG19747) from the National Institute of Aging.
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