Abstract
Objectives
(1) to inform the development of health system quality indicators for traumatic and non-traumatic spinal cord injury from acute care admission to community care discharge using administrative data, and (2) to examine characteristics and differences in care among type of care facility, and type of pathology using administrative data.
Design
Retrospective cohort study using administrative health data.
Setting
Ontario, Canada.
Participants
Using administrative health data, we used International Classification codes 10th version Canadian Edition to identify incident cases of SCI from April 1, 2006 to March 31, 2012.
Results
We identified 7,693 cases in our cohort, of whom 1,537 (20.0%) were categorized as traumatic spinal cord (TSCI) and 6,156 (80.0%) as non-traumatic (NTSCI). Of those identified with NTSCI, more than half (54.0%) were diagnosed with either Guillain Barré syndrome and Multiple Sclerosis (n = 3,326). More individuals admitted to a trauma/spine center were seen by an orthopedic surgeon or a neurosurgeon (20.3% compared to 5.6% for NTSCI; 77.7% compared to 24.9% for TSCI). Only 25.7% (n = 724) of the NTSCI cohort were admitted to a rehabilitation facility from a trauma/spine center, compared to 58.9% (n = 754) of those with TSCI.
Conclusions
Important challenges in data completeness and utility were identified. Province wide processes to flag incomplete data and provision of incentives for comprehensive data are urgently needed to develop quality indicators across the care continuum. Consensus on the coding for NTSCI for the purposes of developing health system indicators is required.
Keywords: Spinal cord injury, Diagnostic codes, Health care quality, Health system quality indicators
Introduction
A spinal cord injury (SCI), which stems from an insult to the spinal cord, is associated with motor, sensory and autonomic impairments results in catastrophic lifelong implications.1,2 Most individuals experience significant secondary health complications,1,2 chronic conditions and multimorbidities,3–5 which have substantial impact on overall health and wellbeing, re-integration into the workplace, and quality of life.6,7 While many of these secondary health complications are potentially preventable, such as urinary tract infections, pressure ulcers and pain, they are purported to be key precipitants for emergency department (ED) visits, re-hospitalizations and/or mortality in the post-acute phase following discharge from inpatient SCI rehabilitation.8,9
Traumatic spinal cord injury (TSCI) is often caused by external events such as a motor vehicle accident, fall or violence. Worldwide, TSCI incidence varies by regions from 16 to 40 persons per million.10,11 In Canada, the incidence ranges from 24 to 53 people per million.12–14 Damage to the spinal cord from pathology other than trauma has been referred to as non-traumatic SCI (NTSCI), spinal cord myelopathy, or spinal cord damage.15 NTSCI incidence has been more difficult to ascertain due to lack of a model system for NTSCI and the absence of standardized International Classification Diagnostic (ICD) codes complicating conventional case finding strategies.16,17 Recently, Noonan et al. have estimated the discharge incidence for NTSCI to be 68 cases per million in Canada.12 Further, with an aging population, the incidence of NTSCI is anticipated to rise.12 While the overall incidence of SCI is relatively low compared to other chronic conditions, the financial and health impacts on the individuals, their families, and the health system are significant. Our research team recently identified direct medical costs for TSCI including acute and rehabilitation at an estimated $1.38 billion per year (CAD).18 Importantly, a SCI has implications beyond the direct medical care costs, such as the ability to return to employment or vocational pursuits, and the need for attendant care, housing, medical equipment, transportation, and social assistance are significant if third party funds are not available or sufficient. Thus, the total economic burden is substantial, with lifetime estimated costs ranging as high as $3.03 billion (CAD) for complete tetraplegia to $1.47 billion (CAD) for incomplete paraplegia.19
A substantial portion of these costs are attributed to high health care utilization,18 such as physician/specialist visits, re-admissions to acute care, and ED visits, particularly in the year following the initial SCI.20,21 These high rates of health care utilization have been shown to persist beyond the initial year post injury, as the reported rates of ED visits for persons with TSCI were shown to be three times higher than the general population for up to 6 years post injury.22 Moreover, reasons for the visits were mainly to address routine conditions (e.g. pain, urinary tract infections).22 In Ontario, Canada, similar high health care utilization has been shown for persons with NTSCI.21
The significant costs and high health care utilization among individuals living with SCI suggest that care delivery across the continuum may not be the most efficient or value-based.23–25 Recently, Dejong highlighted a need for the SCI research community to focus on understanding transitions from inpatient rehabilitation to community care, as well as exploring new innovative systems of health care delivery.26 However, prior to improving quality of care for patients and creating a more efficient health care system, there must be a robust mechanism for the measurement of quality of care.27 Currently, there are no standardized sets of indicators for measuring quality of care (acute care and post-acute care settings) in Canada for individuals with SCI. Evidence-based indicators that are clinically relevant, scientifically robust and feasible within the Canadian context must be identified, developed and/or implemented to drive system performance measurement, clinical practice benchmarking and overall better care.27–29
Objectives
The objectives of this study were: (1) to inform the development of health system quality indicators for TSCI and NTSCI from acute care admission to community care discharge using available administrative data, and (2) to examine characteristics and differences in care among type of care facility (e.g. trauma/spine centers and non-trauma centers), and type of pathology using administrative data.
Methods
Setting
A universal publicly funded health care system in the Province of Ontario, Canada, with over 13 million residents, representing approximately 40% of the Canadian population. In Canada, physician and hospital services are publicly funded through universal health insurance and these administrative data are routinely collected. In the Province of Ontario, the Institute of Clinical Evaluative Studies (ICES) allows for the secondary data analysis of all administrative databases to answer system level questions at the provincial level.
Design
The retrospective cohort study assembled administrative health data for Ontarians with TSCI and NTSCI for the fiscal years (FY) 2006/07 to 2011/12 (April 1st 2006 to March 31st, 2012). To our knowledge, this study is the first attempt to use these datasets in Ontario to identify NTSCI cases.
Privacy/ethics
The University of Toronto Health Research Ethics Board and the Sunnybrook Health Science Centre Research Ethics Board (Toronto, Ontario) approved this study.
Data sources
Administrative health care databases housed at ICES, Ontario, Canada, were used for this study. Each of the databases contains an anonymous unique patient identifier that can be used for record linkage. Hospitalization records were from the Discharge Abstract Database (DAD), which contains a detailed record of all hospital admissions from over 100 acute hospitals in Ontario. Every hospital record in the dataset contains age, sex, postal code, date of admission, date of discharge, and the most responsible and secondary diagnostic codes (based on International Classification of Disease, Tenth Revision Canada, ICD-10-CA codes). The Ontario Trauma Registry (OTR, Minimal Data Set) captures any acute care hospitalizations in Ontario for cases admitted to a trauma/spine center and provided demographic, diagnostic and procedure data. Outpatient physician visits were identified using the Ontario Health Insurance Plan data. The main data elements related to physician-billing claims are dates of the service/claim, fee code for service provided, and fees paid. The Ontario Registered Persons Database contains basic demographic and vital statistics information, including death date, for each Ontario resident. The National Ambulatory Care Resource System (NACRS) database provides information on all visits to the emergency department (ED) and the main data elements are reasons for the ED visit and patient demographics.
All databases were linked anonymously using the unique patient identifier.
Study population
Individuals who were hospitalized with their initial SCI between April 1, 2006 and March 31, 2012 were included in the cohort. Index cases for TSCI were identified from acute care hospitalization records using ICD-10-CA diagnostic codes for SCI (see Appendix A) that have been previously used to determine TSCI incidence in Ontario.13 In order to identify NTSCI cases, we used the recommendations of a group of international SCI experts, who were providing input at the time of this study to the World Health Organization ICD-11 committee. Due to the heterogeneity of NTSCI, we separated NTSCI into three categories: (1) overall NTSCI cohort, (2) NTSCI sub-cohort excluding Guillain Barré syndrome (GBS) and Multiple Sclerosis (MS), and (3) NTSCI sub-cohort of only GBS and MS. Records were excluded if there was a hospital stay for SCI in the previous year of index injury.
Variables
The initial set of variables chosen for this feasibility study were informed by the Ontario Spinal Cord Injury Informatics Steering Committee, funded by the Ontario Neurotrauma Foundation, who provided content and methodological expertise in four main areas: pre-hospital/acute care; rehabilitation; community participation and integration; and continuum of care. Expert guests were also invited to working group meetings to discuss and develop a preliminary list of potentially important clinical characteristics and quality indicators for both TSCI and NTSCI.
Baseline socio-demographic
Individual level variables included the following: age at time of injury, sex, rurality, Charlson comorbidity index Deyo-Adaption for administrative data, region of injury and cause of injury. Rurality was identified using the Rurality Index of Ontario, which is a scaled index based on population factors and distance (ranges 0–100), and communities with higher values (cut point ≥ 45) are more rural.30
Pre-hospital, emergency department care
The OTR provided information on the procedures performed at the scene of a traumatic injury (e.g. type of intubation, cervical spine manipulation, oxygen administration, Glasgow Coma Scale, Revised Trauma Score, Injury Severity Score). The NACRS database had the following variables related to the ED visit: mode of transport, interventions performed (e.g. ventilation, saline), diagnostic interventions of the spinal cord, spinal canal and meninges (e.g. biopsy, inspection, pressure management, specimen collection), central nervous system monitoring, and diagnostic imaging interventions on the spinal cord (e.g. fluoroscopy, nuclear imaging, ultrasound).
Hospital care and post hospital care
Hospital care variables included: type of center (trauma/spine center, non-trauma center), complications during hospital stay, consult by an orthopaedic surgeon or neurosurgeon during stay, total hospital length of stay (LOS), alternate level of care (ALC), and discharge disposition from acute care (community with or without home care, rehabilitation, long-term care). Health care utilization within one-year post discharge was captured with ED visits and subsequent hospitalizations.
Analysis
Descriptive statistics were used to summarize socio-demographic, clinical, procedures and treatments, and health care utilization data. We hypothesized that the type of treatment facility after the index injury might affect clinical care received and outcomes. As such, we stratified by type of treatment facility (trauma/spine center versus non-trauma center), and by type of injury. In Canada, trauma/spine centers are specialized facilities that are usually comprised of interdisciplinary teams with expertise in treating traumatic injuries,31 and injuries sustained to the spinal cord. There were 12 hospitals in Ontario identified as being a trauma/spine center, with either specialization in treating traumatic injuries and/or injuries related to the spinal cord. All analyses were conducted at ICES (Toronto, Canada).
Results
We identified 7,693 cases of SCI in our cohort, of whom 1,537 (20.0%) were categorized as TSCI and 6,156 (80.0%) with NTSCI. Of those identified with NTSCI, slightly more than half (54.0%) were diagnosed with either GBS or MS (n = 3,326). Patients diagnosed with GBS or MS were younger (mean age 51 years, SD = 17.3) compared to those with other NTSCIs (mean age 57 years, SD = 19.6) and a higher proportion was female (59.7% compared to 43.3%). In Tables 1 and 2, the characteristics of SCI cases are shown, by the type of treatment facility (trauma-center versus non-trauma center) and type of SCI. Overall, there were no major differences between the baseline characteristics of patients with NTSCI treated at a trauma/spine center versus a non-trauma center (Table 1). However, there were slightly greater proportion of individuals with higher level injuries (cervical and thoracic level) treated at a trauma/spine center (21.1%) compared to a non-trauma center (13.7%). As shown in Table 2, the majority of individuals with TSCI were treated in a trauma/spine center (83.2%; n = 1,280) compared to a non-trauma center (17.8%; n = 257). Persons with a TSCI treated in a trauma/spine center were younger (median 51 years, IQR = 32–66) and had more injuries related to falls (51.5%) compared to those in a non-trauma center (median 67 years, IQR = 51–78, and 17.5% injuries related to falls).
Table 1 .
Non-traumatic spinal cord injury | |||||||
---|---|---|---|---|---|---|---|
Characteristic | Total NTSCI Cohort N = 6,156 | Trauma/Spine center |
Non-trauma center |
||||
Overall NTSCI n = 2,820 | Excluding GBS and MS n = 1,566 | GBS and MS only n = 1,254 | Overall NTSCI n = 3,336 | Excluding GBS and MS n = 1,264 | GBS and MS only n = 2,072 | ||
Age | |||||||
Mean (SD) | 53.8 (18.6) | 50.4 (20.3) | 53.5 (20.9) | 46.5 (18.8) | 56.6 (16.6) | 61.4 (17.0) | 53.7 (15.7) |
Median (IQR) | 56 (43–67) | 53 (39–65) | 57 (44–68) | 48 (34–60) | 57 (45–69) | 63 (51–74) | 54 (43–65) |
Age group, n (%) | |||||||
<18 | 276 (4.5) | 239 (8.5) | 138 (8.8) | 101 (8.1) | 37 (1.1) | 17 (1.3) | 20 (1.0) |
18–39 | 960 (15.6) | 500 (17.7) | 180 (11.5) | 320 (25.5) | 460 (13.8) | 110 (8.7) | 350 (16.9) |
40–64 | 3,041 (49.4) | 1,335 (47.3) | 721 (46.0) | 614 (49.0) | 1,706 (51.1) | 549 (43.4) | 1,157 (55.8) |
65+ | 1,879 (30.5) | 746 (26.5) | 527 (33.7) | 219 (17.5) | 1,133 (34.0) | 588 (46.5) | 545 (26.3) |
Sex, n (%) | |||||||
Female | 3,213 (52.2) | 1,375 (48.8) | 685 (43.7) | 690 (55.0) | 1,838 (55.1) | 541 (42.8) | 1,297 (62.6) |
Male | 2,943 (47.8) | 1,445 (51.2) | 881 (56.3) | 564 (45.0) | 1,498 (44.9) | 723 (57.2) | 775 (37.4) |
Rurality, n (%)** | |||||||
Urban | 5,298 (86.1) | 2,469 (87.6) | 1,363 (87.0) | 1,106 (88.2) | 2,829 (84.8) | 1,079 (85.4) | 1,750 (84.5) |
Rural | 855 (13.9) | 350 (12.4) | 203 (13.0) | 147 (11.7) | 505 (15.1) | 184 (14.6) | 321 (15.5) |
Comorbidity index, n (%) | |||||||
Missing | 3,731 (60.6) | 1,665 (59.0) | 717 (45.8) | 948 (75.6) | 2,066 (61.9) | 532 (42.1) | 1,534 (74.0) |
0 | 1,370 (22.3) | 611 (21.7) | 371 (23.7) | 240 (19.1) | 759 (22.8) | 313 (24.8) | 446 (21.5) |
1 | 192 (3.1) | 103 (3.7) | 74 (4.7) | 29 (2.3) | 89 (2.7) | 53 (4.2) | 36 (1.7) |
2 | 264 (4.3) | 137 (4.9) | 119 (7.6) | 18 (1.4) | 127 (3.8) | 28 (1.4) | 99 (7.8) |
3+ | 599 (9.7) | 304 (10.8) | 285 (18.2) | 19 (1.5) | 295 (8.8) | 28 (1.4) | 267 (21.1) |
Region of injury, n (%)** | |||||||
Cervical | 607 (9.9) | 307 (10.9) | 307 (19.6) | * | 300 (9.0) | 300 (23.7) | * |
Thoracic | 398 (6.5) | 260 (9.2) | 260 (16.6) | * | 138 (4.1) | 138 (10.9) | * |
Lumbar | 620 (10.1) | 267 (9.5) | 267 (17.0) | * | 353 (10.6) | 353 (27.9) | * |
Other | 4,531 (73.6) | 1,986 (70.4) | 732 (46.7) | 1,254 (100.0) | 2,545 (76.3) | 473 (37.4) | 2,072 (100.0) |
Cause of injury, n (%)** | |||||||
Missing | 4,973 (80.8) | 2,154 (76.4) | 1,060 (67.7) | 1,094 (87.2) | 2,819 (84.5) | 990 (78.3) | 1,829 (88.3) |
Fall | 208 (3.4) | 83 (2.9) | * | * | 125 (3.7) | * | * |
MVC | 30 (0.5) | 21 (0.7%) | * | * | 9 (0.3) | * | * |
Other | 945 (15.4) | 562 (19.9) | 428 (27.3) | 134 (10.7) | 383 (11.5) | 221 (17.5) | 162 (7.8) |
*Suppressed for privacy, cell size less than 6.
**Does not add to 100% due to missing or suppressed data.
NTSCI = Non-traumatic spinal cord injury.
SD = Standard deviation.
IQR = Inter-quartile range.
GBS = Guillain Barré syndrome.
MS = Multiple Sclerosis.
MVC = Motor Vehicle Collision.
Table 2 .
Characteristic | Traumatic spinal cord injury |
||
---|---|---|---|
Total TSCI cohort N = 1,537 | Trauma/Spine center N = 1,280 | Non-trauma center N = 257 | |
Age | |||
Mean (SD) | 51.6 (21.3) | 49.4 (20.8) | 62.7 (20.4) |
Median (IQR) | 53 (34–69) | 51 (32–66) | 67 (51–78) |
Age group, n (%) | |||
<18 | 81 (5.3) | 69 (5.4) | 12 (4.7) |
18–39 | 388 (25.2) | 368 (28.8) | 20 (7.8) |
40–64 | 582 (37.9) | 496 (38.8) | 86 (33.5) |
65+ | 486 (31.6) | 347 (27.1) | 139 (54.1) |
Sex, n (%) | |||
Female | 397 (25.8) | 311 (24.3) | 86 (33.5) |
Male | 1,140 (74.2) | 969 (75.7) | 171 (66.5) |
Rurality, n (%)** | |||
Urban | 1,262 (82.1) | 1,041 (81.3) | 221 (86.0) |
Rural | 274 (17.8) | 238 (18.6) | 36 (14.0) |
Comorbidity index, n (%) | |||
Missing | 1,164 (75.7) | 983 (76.8) | 181 (70.4) |
0 | 260 (16.9) | 213 (16.6) | 47 (18.3) |
1 | 57 (3.7) | 38 (3.0) | * |
2 | 26 (1.7) | 23 (1.8) | * |
3+ | 30 (2.0) | 23 (1.8) | 7 (2.7) |
Region of injury, n (%) | |||
Cervical | 1,036 (67.4) | 847 (66.2) | 189 (73.5) |
Thoracic | 308 (20.0) | 277 (21.6) | 31 (12.1) |
Lumbar | 149 (9.7) | 122 (9.5) | 27 (10.5) |
Other | 44 (2.9) | 34 (2.7) | 10 (3.9) |
Cause of injury, n (%) | |||
Missing | * | * | * |
Fall | 836 (54.4) | 659 (51.5) | 45 (17.5) |
MVC | 417 (27.1) | 382 (29.8) | 177 (68.9) |
Other | 44 (2.9) | 239 (18.7) | 35 (13.6) |
*Suppressed for privacy, cell size less than 6.
**Does not add to 100% due to missing or suppressed data.
TSCI = Traumatic spinal cord injury.
SD = standard deviation
IQR = Inter-quartile range
MVC = Motor Vehicle Collision.
Using the OTR database, we identified only 943 trauma cases, which provided specific details of the trauma and care delivered at the scene of injury. However there were a lot of missing data elements within this database. For example, the Revised Trauma Score and Injury Severity Score were missing in 56.4% and 45.1% of cases, respectfully. Additionally, we were unable to acquire complete data on the diagnostic interventions, cerebral nervous system monitoring, and diagnostic imaging.
Tables 3 and 4 show hospital care by type of facility and type of injury, respectively. The most common complications during acute care for SCI were related to renal function (e.g. urinary tract infections and renal complications; see Tables 3 and 4), with more renal complications identified in trauma/spine centers compared to non-trauma centers. There were more individuals seen by an orthopedic surgeon or a neurosurgeon in a trauma/spine center compared to a non-trauma center for both TSCI and NTSCI (77.7% compared to 24.9% for TSCI; 20.3% compared to 5.6% for NTSCI, respectively).
Table 3 .
Hospital care | Trauma/Spine center |
Non-trauma center |
||||
---|---|---|---|---|---|---|
Overall NTSCI | Excluding GBS and MS | GBS and MS only | Overall NTSCI | Excluding GBS and MS | GBS and MS only | |
N = 2,820 | n = 1,566 | n = 1,254 | N = 3,336 | n = 1,264 | n = 2,072 | |
Referred outside health region, n (%) | 961 (34.1) | 615 (39.3) | 346 (27.6) | 916(27.5) | 381 (30.1) | 535 (25.8) |
Isolated spinal injury, n (%) | 2,558 (90.7) | 1,353 (86.4) | 1,205 (96.1) | 3,099 (92.9) | 1,124 (88.9) | 1,975 (95.3) |
Complications during stay, n (%)** | ||||||
Deep vein thrombosis | 55 (2.0) | 36 (2.3) | 19 (1.5) | 37 (1.1) | 24 (1.9) | 13 (0.6) |
Pneumonia | 90 (3.2) | 60 (3.8) | 30 (2.4) | 72 (2.2) | 36 (2.8) | 36 (1.7) |
Pressure ulcer | 93 (3.3) | 76 (4.9) | 17 (1.4) | 72 (2.2) | 53 (4.2) | 19 (0.9) |
Urinary tract infection | 275 (9.8) | 198 (12.6) | 77 (6.1) | 195 (5.8) | 113 (8.9) | 82 (4.0) |
Autonomic dysreflexia | * | * | * | * | * | * |
Bowel complications | 33 (1.2) | 21 (1.3) | 12 (1.0) | 38 (1.1) | 22 (1.7) | 16 (0.8) |
Renal complications | 285 (10.1) | 207 (13.2) | 78 (6.2) | 229 (6.9) | 132 (10.4) | 97 (4.7) |
Length of stay (days) | ||||||
Mean (SD) | 25.9 (46.0) | 31.7 (54.6) | 18.7 (30.8) | 24.4 (51.4) | 34.5 (66.8) | 18.2 (37.9) |
Median (IQR) | 13 (6–29) | 17 (7–35) | 9 (5–20) | 11 (5–24) | 16 (7–36) | 9 (4–17) |
Special care unit | ||||||
Mean (SD) | 5.1 (29.4) | 6.2 (37.6) | 3.6 (13.3) | 3.8 (30.9) | 4.7 (45) | 3.2 (17.5) |
Median (IQR) | 0 (0–1) | 0 (0–2) | 0 (0–0) | 0 (0–0) | 0 (0–0) | 0 (0–0) |
Alternate level of care (days) | ||||||
Mean (SD) | 5.2 (21.4) | 6.1 (23.1) | 4.1 (19.1) | 6.8 (29.3) | 9.2 (33.2) | 5.3 (26.5) |
Median (IQR) | 0 (0–1) | 0 (0–3) | 0 (0–0) | 0 (0–2) | 0 (0–4) | 0 (0–1) |
Intensive care unit stay, n (%) | 703 (24.9) | 511 (32.6) | 192 (15.3) | 532 (15.9) | 226 (17.9) | 306 (14.8) |
Consult by orthopedic or neurosurgeon, n (%) | 573 (20.3) | 524 (33.5) | 49 (3.9) | 188 (5.6) | 136 (10.8) | 52 (2.5) |
Discharge disposition, n (%)** | ||||||
Died | 251 (8.9) | 226 (14.4) | 25 (2.0) | 340 (10.2) | 254 (20.1) | 86 (4.2) |
Long-term care | 82 (2.9) | 29 (1.9) | 53 (4.2) | 244 (7.3) | 82 (6.5) | 162 (7.8) |
Complex continuing care | 234 (8.3) | 159 (10.2) | 75 (6.0) | 392 (11.8) | 194 (15.3) | 198 (9.6) |
Rehabilitation facility | 724 (25.7) | 406 (25.9) | 318 (25.4) | 586 (17.6) | 164 (13.0) | 422 (20.4) |
Community with home care | 495 (17.6) | 245 (15.6) | 250 (19.9) | 460 (13.8) | 154 (12.2) | 306 (14.8) |
Community no home care | 1,034 (36.7) | 501 (32.0) | 533 (42.5) | 1,314 (39.4) | 416 (32.9) | 898 (43.3) |
Health care utilization post discharge, n (%) | ||||||
Unscheduled ED visit within 1 year | 1,345 (47.7) | 748 (47.8) | 597 (47.6) | 1,597 (47.9) | 583 (46.1) | 1,014 (48.9) |
Unscheduled hospital readmission within 1 year | 952 (33.8) | 623 (39.8) | 329 (26.2) | 1,108 (33.2) | 489 (38.7) | 619 (29.9) |
*Cell size suppressed due to n < 6.
**Does not add to 100% due to missing or suppressed data.
NTSCI = Non-traumatic spinal cord injury.
GBS = Guillain Barré syndrome.
MS = Multiple Sclerosis.
Table 4 .
Hospital care | Trauma/Spine center | Non-trauma center |
---|---|---|
N = 1,280 | n = 257 | |
Treated outside health region of residence, n (%) | 547 (42.7) | 86 (33.5) |
Isolated spinal injury, n (%) | 229 (17.9) | 116 (45.1) |
Complications during hospitalization, n (%)** | ||
Deep vein thrombosis/pulmonary embolism | 33 (2.6) | * |
Pneumonia | 96 (7.5) | 14 (5.4) |
Pressure ulcer | 88 (6.9) | 10 (3.9) |
Urinary tract infection | 247 (19.3) | 33 (12.8) |
Autonomic dysreflexia | * | * |
Bowel complications | 15 (1.2) | * |
Renal complications | 253 (19.8) | 36 (14.0) |
Length of stay (days) | ||
Mean (SD) | 35.5 (72.5) | 27.0 (61) |
Median (IQR) | 19 (9–39) | 12 (5–27) |
Special care unit | ||
Mean (SD) | 12.9 (53.4) | 7.4 (52.7) |
Median (IQR) | 2 (0–10) | 0 (0–1) |
Alternate level of care (days) | ||
Mean (SD) | 7.5 (30.7) | 8.06 (35.9) |
Median (IQR) | 0 (0–6) | 0 (0–4) |
Intensive care unit stay, n (%) | 818 (63.9) | 71 (27.6) |
Consult by orthopedic surgeon or neurosurgeon, n (%) | 994 (77.7) | 64 (24.9) |
Discharge disposition, n (%)** | ||
Died | 125 (9.8) | 39 (15.2) |
Long-term care | 18 (1.4) | * |
Complex continuing care | 59 (4.6) | * |
Rehabilitation facility | 754 (58.9) | 75 (29.2) |
Community with home care | 85 (6.6) | 23 (8.9) |
Community no home care | 239 (18.7) | 92 (35.8) |
Health care utilization post discharge, n (%) | ||
Unscheduled emergency department visits within 1 year | 1,345 (47.7) | 116 (45.1) |
Unscheduled hospital readmissions within 1 year | 327 (25.5) | 77 (30.0) |
*Cell size suppressed due to n < 6.
**Does not add to 100% due to missing or suppressed data.
SD = Standard deviation
IQR = Inter-quartile range
Specifically for NTSCI, those admitted with GBS or MS had shorter median length of stay (median 9 days), irrespective of treatment facility, compared to other NTSCI (excluding MS and GBS). The NTSCI cases, excluding GBS and MS, had a median length of stay of 17 (IQR = 7–35) in trauma/spine centers and 16 days in non-trauma centers (IQR = 7–36). However, there were notable differences in ALC days by type of facility and type of NTSCI, with more ALC days identified in non-trauma centers and for NTSCI cases excluding GBS and MS (e.g. mean of 9.2 days in a non-trauma center compared to 6.1 days in a trauma/spine center). There were no substantial differences identified in ALC days for TSCI based on type of treatment facility.
Of those with NTSCI (excluding GBS and MS) who were treated at a trauma/spine center, 25.9% (n = 406) were admitted to a rehabilitation facility compared to 13% (n = 164) who were treated at a non-trauma center. The majority of the individuals admitted with a TSCI (58.9%, n = 754) to a trauma/spine center were discharged to a rehabilitation facility compared to 29.2% (n = 75) at a non-trauma center. Unplanned ED visits and readmissions to acute care within one-year post discharge were similar for both TSCI and NTSCI, irrespective of type of treatment facility (see Tables 3 and 4). Readmissions varied by type of NTSCI, as fewer persons with GBS and MS had a readmission within one year (26.2%, n = 329), compared to other NTSCI cases (39.8%, n = 623).
Table 5 summarizes the variables that have the potential to be health system quality indicators of care based on current data availability and potential relevancy for performance measurement at the time of the study (see Table 5). Some of the potential indicators might include the following: percentage of persons with a SCI who receive definitive care in trauma/spine center, percentage who receive an orthopedic/neurosurgery spine consult, percentage with diagnostic imaging documentation in hospital, and percentage with subsequent unscheduled emergency department visits within one year.
Table 5 .
Sample system level indicators |
---|
n (%) of persons treated in a specialized trauma/spine centre |
n (%) with orthopedic/neurosurgery spine consult |
n (%) with diagnostic imaging in hospital |
n (%) of persons who died post hospital care |
n (%) discharged to long-term care |
n (%) discharged to complex continuing care |
n (%) discharged to a rehabilitation facility |
n (%) discharged to community with home care |
n (%) discharged to community without home care |
n (%) with subsequent unscheduled ED visits within one year |
n (%) with unscheduled hospital readmissions within one year |
Discussion
In this exploratory study, we were able to identify an overall cohort of 7,693 persons with the majority having a NTSCI (80%). Thus, the ratio of identified NTSCI to TSCI in this study was 4.0. It is important to highlight that this ratio is significantly higher than previously reported ratios of approximately 1.6.12,21 We identified that MS and GBS comprised more than 50% of the NTSCI cohort, which raises a few important points for SCI research and the clinical community to consider. Firstly, our study raises the question whether it is clinically appropriate for MS and GBS to be included among the ICD-10 codes for NTSCI unless the patients present with tetraplegia and paraplegia. If so, perhaps it might be appropriate to consider the heterogeneity of NTSCI,17 especially in the context of developing quality indicators both at the clinical and system levels.
In this study we were able to identify variables that have the potential to be quality indicators of care based on data availability and potential relevance for assessing health outcomes and system efficiency (see Table 5). For example, we identified that the majority of persons with a SCI were initially admitted to the ED, which may provide an opportunity to target data from the ED for future quality indicator development. However, while the data elements have the potential to be captured in the administrative data, we were limited by issues with data completeness (e.g. diagnostic interventions and treatments) and lack of relevant variables such as neurological status (e.g. measured by the International Standards of Neurological Classification for Spinal Cord Injury (ISNCSCI).32 We know in the SCI population that the Neurological Level of Injury (NLI) and American Spinal Injury Association Classification (AIS, from ISNCSCI) have dramatic differences for sensory, motor and autonomic impairments which contribute significantly to functional outcomes and health status and the ability to develop quality indicators for sub groups within the SCI population with unique needs will allow for a more responsive health system. Indeed, the data should be available to address the quality indicators used and related performance targets should require specificity beyond whether an injury was TSCI versus NTSCI.
There is a growing recognition that policy and decision makers should develop customized care for individuals based on their respective needs.33,34 Our findings showed at the time of injury, more than half of the NTSCI cohort was not admitted to a trauma/spine center. Importantly trauma/spine centers in Ontario are situated in Academic Health Science Centers where there is an aggregated group of highly trained surgeons, including spine surgeons and rehabilitation services to provide care. We identified that there were more reported complications related to renal function and urinary tract infections in the trauma/spine centers compared to the non-trauma centers for all cases. These differences may be due to more complex patients being admitted to a trauma/spine center, as more isolated spine injuries were admitted to non-trauma centers. It is important to explore further the clinical characteristics of persons (e.g. NTSCI and TSCI) admitted to different hospital types and future indicator work should consider the heterogeneity of complexity within the SCI population.
The type of injury may also become relevant when considering the type of treatment facility that provided care during the index acute admission.35 Recently, Craven et al. reported that persons with NTSCI may require ‘pre-habilitation’, as well as inpatient rehabilitation services within tertiary academic sites, to minimize the risk of mismanagement.4 Craven and colleagues argued that NTSCI and TSCI ‘do not equate’ (p.2) and the system needs to acknowledge and be responsive to the unique and similar needs of persons with NTSCI.4 In support of Craven and colleagues' argument, only 26% of individuals with a NTSCI were discharged from an acute trauma/spine center to an inpatient rehabilitation facility compared to 59% with TSCI. Further, a very small proportion of individuals who were discharged to the community from hospital received home care services. The lack of home care support may be an important contributor to readmissions and ED visits, which requires further exploration.
Limitations
There are several limitations to this work that need to be highlighted. There is a need to validate ICD-10 codes used to define SCI, particularly NTSCI, to ensure accurate case identfication.17 Notably, through this feasibility study, we identified that of the NTSCI cases identified; MS and GBS comprised more than half of this group. Indeed this may be only relevant to Ontario and/or other settings with a higher prevalence of MS and GBS; however the implications of these results need to be further explored and discussed. Therefore, we believe that we are inappropriately classifying NTSCI, especially when MS and GBS cases are included in the definition. However, if we could identify the MS and GBS cases with tetraplegia or paraplegia, this would reduce the overestimation. Further, we are using the Province of Ontario, which is a publicly funded health system, as an example of exploring quality of care indicators. It is important to recognize the importance of context, especially when examining quality of care and health system delivery. Indicators that may be relevant for the Ontario context may not completely translate in different health system contexts. We were restricted to reporting certain age categories based on privacy requirements with administrative health data, which we acknowledge may not align with the current International Spinal Cord Society (ISCOS) recommendations. Importantly, as with all administrative data used for research, there are limitations with respect to completeness and accuracy of diagnostic coding across health care facilities. Finally, we have not yet examined the feasibility of developing other indicators for inpatient rehabilitation, complex-continuing care, long-term care, home care or primary care.
Conclusions
Important challenges with respect to the population of specific key data elements were identified through our work. In particular, there is a lack of comprehensive neurological assessments (e.g. ISNCSCI)32 which are recorded in the ED and the acute care setting, thus making it difficult to assess standards or compare across trauma/spine and non-trauma centers or regions. Of the injury severity scores that are currently in the OTR database (e.g. Injury Severity Score and the Revised Trauma Score), the majority of cases had missing data. Province- wide processes to flag incomplete data and provide incentives for comprehensive data are urgently needed for this relatively rare population who use substantial resources. Next steps should be a validation study to assess the sensitivity and specificity of ICD 10-CA codes for TSCI and NTSCI as well as codes for diagnostic imaging, comorbidities and secondary health complications.
In the long-term, future work should involve the development of quality indicators that reflect specificity, access, efficiency, effectiveness, quality, integration, value and equity.27 The Canadian Stroke Strategy is a good example of a national approach focused on developing indicators, benchmarks, and implementing quality improvement processes.36 Indicators for SCI should be routinely collected and reported on an annual basis provincially and by relevant regional health planning and service delivery authorities to facilitate evidence-informed decision-making for quality programs and services for the SCI population. Moreover, this work will help inform other quality improvement initiatives that are focused on improving care delivery in Canada.
Disclaimer statements
Contributors All the authors participated in the manuscript elaboration, such as acquisition of the data, interpretation of the data, manuscript writing and final review for submission.
Funding This study was conducted at the Institute for Clinical Evaluative Sciences (ICES) with funding provided by the Applied Health Research Question (AHRQ) initiative of the Ontario Ministry of Health and Long-Term Care (MOHLTC). The Ontario Spinal Cord Injury Informatics Strategy (OSCIIS) was funded (grant ONFSCI#951) by the Ontario Neurotrauma Foundation (ONF). The opinions, results and conclusions reported herein are those of the authors and are independent from the funding source. No endorsement by ICES, ONF, or the MOHLTC is intended or should be inferred. We gratefully acknowledge the contributions of the OSCIIS Steering Committee. At the time of the study, Dr Guilcher was supported by a Canadian Institutes for Health Research (CIHR) Strategic Training Initiative in Health Research [ACHIEVE] post-doctoral fellowship (Grant #96566). Dr Jaglal holds the Toronto Rehabilitation Institute Chair at the University of Toronto.
Conflicts of interest There is no interest conflict regarding this manuscript content.
Ethics approval IRB approval was obtained (protocol number 32917414.5.0000.5404).
Appendix A
ICD-10 Codes to Define Spinal Cord Injury
Level of Injury | Description | |
---|---|---|
Cervical | Traumatic | |
S14.0 | Concussion and edema of cervical spinal cord | |
S14.10 | Complete lesion of cervical spinal cord | |
S14.11 | Central cord lesion of cervical spinal cord | |
S14.12 | Anterior cord syndrome of cervical spinal cord | |
S14.13 | Posterior cord syndrome of cervical spinal cord | |
S14.18 | Other injuries of cervical spinal cord | |
S14.19 | Unspecified lesion of cervical spinal cord | |
Non-traumatic | ||
G82.111 | Spastic paraplegia, complete (cervical level) | |
G82.121 | Spastic paraplegia, incomplete (cervical level) | |
G82.191 | Spastic paraplegia, unspecified (cervical level) | |
G82.211 | Paraplegia of unspecified type, complete (cervical level) | |
G82.221 | Paraplegia of unspecified type, incomplete (cervical level) | |
G82.291 | Paraplegia of unspecified type, unspecified (cervical level) | |
G82.310 | Flaccid quadriplegia, complete (at cervical spine level C1 to C4) | |
G82.320 | Flaccid quadriplegia, incomplete (at cervical spine level C1 to C4) | |
G82.390 | Flaccid quadriplegia, unspecified (at cervical spine level C1 to C4) | |
G82.311 | Flaccid quadriplegia, complete (at cervical spine level C5 to C7, includes: level unspecified) | |
G82.321 | Flaccid quadriplegia, incomplete (at cervical spine level C5 to C7, includes: level unspecified) | |
G82.391 | Flaccid quadriplegia, unspecified (at cervical spine level C5 to C7, includes: level unspecified) | |
G82.410 | Spastic quadriplegia, complete (at cervical spine level C1 to C4) | |
G82.420 | Spastic quadriplegia, incomplete (at cervical spine level C1 to C4) | |
G82.490 | Spastic quadriplegia, unspecified (at cervical spine level C1 to C4) | |
G82.411 | Spastic quadriplegia, complete (at cervical spine level C5 to C7, includes: level unspecified) | |
G82.421 | Spastic quadriplegia, incomplete (at cervical spine level C5 to C7, includes: level unspecified) | |
G82.491 | Spastic quadriplegia, unspecified (at cervical spine level C5 to C7, includes: level unspecified) | |
G82.510 | Quadriplegia, unspecified type, complete (at cervical spine level C1 to C4) | |
G82.520 | Quadriplegia, unspecified type, incomplete (at cervical spine level C1 to C4) | |
G82.590 | Quadriplegia, unspecified type, unspecified (at cervical spine level C1 to C4) | |
G82.511 | Quadriplegia, unspecified type, complete (at cervical spine level C5 to C7, includes: level unspecified) | |
G82.521 | Quadriplegia, unspecified type, incomplete (at cervical spine level C5 to C7, includes: level unspecified) | |
G82.591 | Quadriplegia, unspecified type, unspecified (at cervical spine level C5 to C7, includes: level unspecified) | |
Thoracic | Traumatic | |
S24.0 | Concussion and edema of thoracic spinal cord | |
S24.10 | Complete lesion of thoracic spinal cord | |
S24.11 | Central cord lesion of thoracic spinal cord | |
S24.12 | Anterior cord syndrome of thoracic spinal cord | |
S24.13 | Posterior cord syndrome of thoracic spinal cord | |
S24.18 | Other injuries of thoracic spinal cord | |
S24.19 | Unspecified lesion of thoracic spinal cord | |
Non-traumatic | ||
G82.112 | Spastic paraplegia, complete (thoracic level) | |
G82.122 | Spastic paraplegia, incomplete (thoracic level) | |
G82.192 | Spastic paraplegia, unspecified (thoracic level) | |
G82.212 | Paraplegia of unspecified type, complete (thoracic level) | |
G82.222 | Paraplegia of unspecified type, incomplete (thoracic level) | |
G82.292 | Paraplegia of unspecified type, unspecified (thoracic level) | |
Lumbar | Traumatic | |
S34.0 | Concussion and edema of lumbar spinal cord | |
S34.10 | Complete lesion of lumbar spinal cord | |
S34.11 | Central cord lesion of lumbar spinal cord | |
S34.12 | Anterior cord syndrome of lumbar spinal cord | |
S34.13 | Posterior cord syndrome of lumbar spinal cord | |
S34.18 | Other injuries of lumbar spinal cord | |
S34.19 | Unspecified lesion of lumbar spinal cord | |
Non-traumatic | ||
G82.113 | Spastic paraplegia, complete (lumbar level) | |
G82.123 | Spastic paraplegia, incomplete (lumbar level) | |
G82.193 | Spastic paraplegia, unspecified (lumbar level) | |
G82.213 | Paraplegia of unspecified type, complete (lumbar level) | |
G82.223 | Paraplegia of unspecified type, incomplete (lumbar level) | |
G82.293 | Paraplegia of unspecified type, unspecified (lumbar level) | |
Other | Traumatic | |
S34.30 | Laceration of cauda equina | |
S34.38 | Other and unspecified injury of cauda equina | |
T06.0 | Injuries of brain and cranial nerves with injuries of nerves and spinal cord at neck level | |
T06.1 | Injuries of nerves and spinal cord involving other multiple body regions | |
Non-traumatic | ||
C70.1 | Malignant neoplasm of spinal meninges | |
C72.0 | Malignant neoplasm of spinal cord | |
C72.1 | Malignant neoplasm of cauda equina | |
C76.0 | Malignant neoplasm head face & neck | |
C79.4 | Secondary malignant neoplasm of other and unspecified parts of nervous system | |
G35 | Multiple sclerosis | |
G61.0 | Guillain-Barré syndrome | |
G82.193 | Spastic paraplegia, unspecified | |
G82.293 | Paraplegia of unspecified type, unspecified | |
Q05.5-Q05.8 | Spina Bifida |
References
- 1.DeVivo MJ, Chen Y. Trends in new injuries, prevalent cases, and aging with spinal cord injury. Arch Phys Med Rehabil 2011;92(3):332–8. [DOI] [PubMed] [Google Scholar]
- 2.Hitzig SL, Tonack M, Campbell KA, McGillivray CF, Boschen KA, Richards K, et al. . Secondary health complications in an aging Canadian spinal cord injury sample. Am J Phys Med Rehabil 2008;87(7):545–55. [DOI] [PubMed] [Google Scholar]
- 3.Yoon J, Zulman D, Scott JY, Maciejewski ML. Costs associated with multimorbidity among VA patients. Med Care 2014;52:S31–6. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 4.Craven BC, Balioussis C, Verrier M, and. The E-Scan Investigative Team. The tipping point: perspectives on SCI rehabilitation service gaps in Canada. Int J Phys Med Rehabil 2013;1(8):1–4. [Google Scholar]
- 5.Cragg JJ, Noonan VK, Dvorak M, Krassioukov A, Mancini GB, Borisoff JF. Spinal cord injury and type 2 diabetes: results from a population health survey. Neurology 2013;81(21):1864–8. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 6.Chiodo AE, Scelza WM, Kirshblum SC, Wuermser LA, Ho CH, Priebe MM. Spinal cord injury medicine. 5. Long-term medical issues and health maintenance. Arch Phys Med Rehabil 2007;88(3 Suppl 1):S76–83. [DOI] [PubMed] [Google Scholar]
- 7.Hammell KW. Quality of life after spinal cord injury: A meta-synthesis of qualitative findings. Spinal Cord 2007;45:124–39. [DOI] [PubMed] [Google Scholar]
- 8.Anson CA, Shepherd C. Incidence of secondary complications in spinal cord injury. Int J Rehabil Res 1996;19(1):55–66. [DOI] [PubMed] [Google Scholar]
- 9.Dryden DM, Saunders LD, Rowe BH, May LA, Yiannakoulias N, Svenson LW. Utilization of health services following spinal cord injury: a 6-year follow-up study. Spinal Cord 2004;42:513–25. [DOI] [PubMed] [Google Scholar]
- 10.Fitzharris M, Cripps RA, Lee BB. Estimating the global incidence of traumatic spinal cord injury. Spinal Cord 2014;52(2):117–22. [DOI] [PubMed] [Google Scholar]
- 11.Lee BB, Cripps RA, Fitzharris M, Wing PC. The global map for traumatic spinal cord injury epidemiology: update 2011, global incidence rate. Spinal Cord 2014;52(2):110–6. [DOI] [PubMed] [Google Scholar]
- 12.Noonan VK, Fingas M, Farry A, Baxter D, Singh A, Fehlings MG, et al. . Incidence and prevalence of spinal cord injury in Canada: a national perspective. Neuroepidemiology 2012;38(4):219–26. [DOI] [PubMed] [Google Scholar]
- 13.Couris CM, Guilcher SJT, Munce SEP, Fung K, Craven BC, Verrier M, et al. . Characteristics of adults with incident traumatic spinal cord injury in Ontario, Canada. Spinal Cord 2010;48(1):39–44. [DOI] [PubMed] [Google Scholar]
- 14.Pickett W, Simpson K, Walker J, Brison RJ. Traumatic spinal cord injury in Ontario, Canada. J Trauma 2003;55(6):1070–76. [DOI] [PubMed] [Google Scholar]
- 15.New PW, Delafosse V. What to call spinal cord damage not due to trauma? Implications for literature searching. J Spinal Cord Med 2012;35(2):89–95. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 16.New PW, Sundararajan V. Incidence of non-traumatic spinal cord injury in Victoria, Australia: A population-based study and literature review. Spinal Cord 2008;46(6):406–11. [DOI] [PubMed] [Google Scholar]
- 17.New PW, Marshall R. International Spinal Cord Injury Data Sets for non-traumatic spinal cord injury. Spinal Cord 2014;52(2):123–32. [DOI] [PubMed] [Google Scholar]
- 18.Munce SEP, Wodchis W, Guilcher SJT, Couris C, Verrier M, Fung K, et al. . Direct costs of adult traumatic spinal cord injury in Ontario. Spinal Cord 2013;51(1):64–9. [DOI] [PubMed] [Google Scholar]
- 19.Krueger H, Noonan VK, Trenaman LM, Joshi P, Rivers CS. The economic burden of traumatic spinal cord injury in Canada. Chronic Dis Inj Can 2013;33(3):113–22. [PubMed] [Google Scholar]
- 20.Jaglal SB, Munce SE, Guilcher SJ, Couris CM, Fung K, Craven BC, et al. . Health system factors associated with rehospitalizations after traumatic spinal cord injury: a population-based study. Spinal Cord 2009;47(8):604–9. [DOI] [PubMed] [Google Scholar]
- 21.Guilcher SJ, Munce SE, Couris CM, Fung K, Craven BC, Verrier M, et al. . Health care utilization in non-traumatic and traumatic spinal cord injury: a population-based study. Spinal Cord 2010;48(1):45–50. [DOI] [PubMed] [Google Scholar]
- 22.Guilcher SJ, Craven BC, Calzavara A, McColl MA, Jaglal SB. Is the emergency department an appropriate substitute for primary care for persons with traumatic spinal cord injury? Spinal Cord 2013;51(3):202–8. [DOI] [PubMed] [Google Scholar]
- 23.Porter ME. What is value in health care? N Engl J Med 2010;363(26):2477–81. [DOI] [PubMed] [Google Scholar]
- 24.Kaplan RS, Porter ME. How to solve the cost crisis in health care. Harv Bus Rev 2011;89(9):46–61. [PubMed] [Google Scholar]
- 25.Porter ME. A strategy for health care reform – toward a value-based system. N Engl J Med 2009;361(2):109–12. [DOI] [PubMed] [Google Scholar]
- 26.Ackermann RT, Cheadle A, Sandhu N, Madsen L, Wagner EH, LoGerfo JP. Community exercise program use and changes in healthcare costs for older adults. Am J Prev Med 2003;25(3):232–37. [DOI] [PubMed] [Google Scholar]
- 27.Romano PS, Hussey P, Ritley D. Selecting quality and resource use measures: a decision guide for community quality collaboratives: US Department of Health and Human Services, Agency for Healthcare Research and Quality 2010.
- 28.McGlynn EA. Choosing and evaluating clinical performance measures. Jt Comm J Qual Improv 1998;24(9):470–9. [DOI] [PubMed] [Google Scholar]
- 29.Smith PC, Mossalios E, Papanicolas I, Leatherman S. Principles of performance measurement (Part I). In Smith PC, Mossalios E, Papanicolas I, Leatherman S, (eds). Performance measurement for health system improvement: Experiences, challenges, and prospects. Cambridge: Cambridge University Press; 2009; p. 3–24. [Google Scholar]
- 30.Kralj B. Measuring “rurality” for purposes of health-care planning: an empirical measure for Ontario. Toronto: Ontario Medical Association; [document on the Internet]. 2009 [cited 2015 March 27]. Available from https://www.oma.org/Resources/Documents/2008RIO-FullTechnicalPaper.pdf. [Google Scholar]
- 31.Hameed SM, Schuurman N, Razek T, Boone D, Van Heest R, Taulu T, et al. . Access to trauma systems in Canada. J Trauma 2010;69(6):1350–61. [DOI] [PubMed] [Google Scholar]
- 32.Kirshblum SC, Burns SP, Biering-Sørensen F, Donovan W, Graves DE, Jha A, et al. . International standards for neurological classification of spinal cord injury (Revised 2011). J Spinal Cord Med 2011;34(6):535–46. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 33.Porter ME, Pabo EA, Lee TH. Redesigning primary care: a strategic vision to improve value by organizing around patients’ needs. Health Aff (Millwood) 2013;32(3):516–25. [DOI] [PubMed] [Google Scholar]
- 34.Berwick DM, Nolan TW, Whittington J. The triple aim: care, health, and cost. Health Aff (Millwood) 2008;27(3):759–69. [DOI] [PubMed] [Google Scholar]
- 35.New PW, Simmonds F, Stevermuer T. Comparison of patients managed in specialised spinal rehabilitation units with those managed in non-specialised rehabilitation units. Spinal Cord 2011;49(8):909–16. [DOI] [PubMed] [Google Scholar]
- 36.Lindsay MP, Kapral MK, Gladstone D, Holloway R, Tu JV, Laupacis A, et al. . The Canadian Stroke Quality of Care Study: establishing indicators for optimal acute stroke care. Can Med Assoc J 2005;172(3):363–5. [DOI] [PMC free article] [PubMed] [Google Scholar]