Context Efforts to improve quality of care in the cardiac surgery field have
focused on reducing the risk-adjusted mortality associated with common surgical
procedures, such as coronary artery bypass grafting (CABG). However, the best
methodological approach to improvement is under debate.
Objective To test an intervention to improve performance of CABG surgery.
Design and Setting Quality improvement project based on baseline (July 1, 1995–June
30, 1996) and follow-up (July 1–December 31, 1998) performance measurements
from medical record review for all 20 Alabama hospitals that provided CABG
surgery.
Patients Medicare patients discharged after CABG surgery in Alabama (n = 5784),
a comparison state (n = 3214), and a national sample (n = 3758).
Intervention Confidential hospital-specific performance feedback and assistance with
multimodal improvement interventions, including the option to share relevant
experience with peers.
Main Outcome Measures Duration of intubation, reintubation rate, aspirin therapy at discharge,
use of the internal mammary artery (IMA), hospital readmission rate, and risk-adjusted
in-hospital mortality.
Results Proportion of extubation within 6 hours increased from 9% to 41% in
Alabama, decreased from 40% to 39% in the comparison state, and increased
from 12% to 25% in the national sample. Use of IMA increased from 73% to 84%,
48% to 55%, and 74% to 81%, respectively, in the 3 samples, but aspirin use
increased only in Alabama (from 88% to 92%). The amount of improvement in
all 3 of these process measures was greater in Alabama than in the other samples
(IMA use for Alabama vs comparison state was P =
.001 and for Alabama vs national sample, P = .02;
and P<.001 for all other comparisons). Risk-adjusted
mortality decreased in Alabama (4.9% to 2.9%), but this decrease was not statistically
significantly different from mortality changes in the other groups (odds ratio,
0.76; 95% confidence interval, 0.54-1.07 vs national sample).
Conclusion Confidential peer-based regional performance feedback and process-oriented
analysis of shared experience are associated with some improvement in quality
of care for patients who underwent CABG surgery.
During the past decade, there has been increased interest in measuring
and improving the quality of health care. In the field of cardiac surgery,
these efforts have focused primarily on reducing the risk-adjusted mortality
associated with commonly performed surgical procedures, including coronary
artery bypass grafting (CABG) surgery. The risk-adjusted mortality for CABG
has significantly improved as a result of these efforts1-3;
however, the best methodological approach to quality improvement remains under
debate. Issues that have not been resolved include (1) choice of process and/or
outcome variables for analysis, (2) defining the optimal mechanism for implementing
changes, (3) deciding how to publicly disclose information related to quality
improvement programs, and (4) determining how to fund regional quality improvement
programs.
This report describes the results of a statewide process-oriented quality
improvement project. The Alabama CABG project is a statewide initiative that
is based on collaboration between the state peer review organization (PRO)
(the Alabama Quality Assurance Foundation [AQAF]) and CABG providers (eg,
surgeons, nurses, anesthesiologists, perfusionists, respiratory therapists,
physician assistants, and hospital administrators). Funding for the project
was provided through AQAF's contract with the Health Care Financing Administration
(HCFA). All of the 20 hospitals in Alabama that offer CABG surgery participated
voluntarily in the project. A description of the methods and baseline results
for the project have been published previously.4
Baseline and additional follow-up data, 2 years apart, were used to test the
hypothesis that process-oriented interventions, based on confidential peer-based
performance feedback and experience sharing, accelerate statewide change in
processes of care, without an adverse effect on outcomes. Comparison data
were from another state that did not provide performance feedback to providers
and a sample of national CABG data provided by HCFA.
The Alabama CABG project and its baseline findings are described in
detail elsewhere.4 Briefly, a project study
group consisting of 6 cardiothoracic surgeons, 2 invasive cardiologists, and
AQAF staff identified indicators to measure the quality of care delivered
to patients who underwent CABG surgery. Baseline performance on these quality
indicators was measured for each hospital in Alabama providing CABG surgery,
followed by an intervention providing feedback on performance and suggesting
tools for improvement. Performance was measured again after this intervention,
then changes in performance across Alabama were compared with changes in a
comparison state where no intervention had been performed and with changes
observed in a national sample.
The indicators chosen by the study group represent process and outcome
as well as intermediate (ie, mixed process and outcome) measures. These quality
indicators were (1) aspirin therapy (acetylsalicylic acid [ASA]) at discharge,
(2) use of the internal mammary artery (IMA) for myocardial revascularization,
(3) duration of intubation after CABG surgery, (4) intraoperative use of an
intra-aortic balloon pump (IABP), (5) reoperation for excessive bleeding,
(6) readmission rate to the intensive care unit (ICU) after ICU discharge,
(7) hospital readmission rate within 30 days of discharge, and (8) risk-adjusted
in-hospital mortality. The processes included in the analysis were considered
as indicated in all patients who underwent CABG surgery unless a specific
contraindication was documented in the patient's chart (see exclusions below).
The goal of the project was to improve the processes during and after CABG
surgery (ASA therapy at discharge, use of IMA, and duration of intubation)
while monitoring the other quality indicators listed above.
The quality indicator numerators and denominators and the exclusions
are as follows:
(1) Internal mammary artery use for revascularization: numerator, number
of patients indicated to receive an IMA graft who received an IMA graft and
denominator, number of patients indicated to receive the IMA graft. Exclusions
included an emergency case; history of mastectomy; prior use of IMA; or acute,
evolving myocardial infarction.
(2) Aspirin therapy at hospital discharge: numerator, number of patients
indicated to receive ASA at discharge who received ASA at discharge and denominator,
number of patients indicated to receive ASA at discharge. Exclusions included
patients who had a history of bleeding or coagulation disorder; internal bleeding
within the last 6 months; an increased risk of bleeding (admission platelet
count of <100 000/mm3 and history of hemorrhagic stroke);
active peptic ulcer disease presently under treatment; or an allergy to ASA
or taking warfarin at discharge.
(3) Duration of intubation: median time was
defined as the intubation time for those patients who were intubated during
surgery. Time calculation started at the end of surgery time and ended when
patients were no longer receiving support by a mechanical ventilator. Exclusions
included patients who were intubated before induction of anesthesia for CABG
surgery.
(4) Intraoperative use of an IABP: numerator, number of patients who
had an IABP inserted during surgery and denominator, number of patients who
had a CABG surgery and did not have an IABP inserted prior to surgery. Exclusions
included patients who had undergone IABP prior to surgery.
(5) Readmission to the ICU: numerator, number of patients who were admitted
to the ICU after initially being discharged and denominator, number of patients
who had undergone CABG surgery.
(6) Reoperation for bleeding: numerator, number of patients who returned
to surgery due to bleeding or tamponade and denominator, number of patients
who had undergone CABG surgery.
(7) Readmission to hospital within 30 days after discharge: numerator,
number of patients who were readmitted to the hospital for any reason within
30 days of discharge following the CABG surgery and denominator, number of
patients who had undergone CABG surgery. Exclusions included patients who
died while in the hospital and those not listed in the Alabama Medicare beneficiary
file.
Project Samples and Data Collection
Data for this analysis included Medicare patients who had isolated CABG
surgical procedures (International Classification of Diseases,
9th Revision, Clinical Modification [ICD-9 CM]5
codes 36.10-36.20, excluding diagnosis related groups 104, 105, and 468).
Samples included all patients from Alabama (n = 4090 patients), a random sample
of 60% from a comparison state (n = 2288 patients), and data from a national
random sample (n = 1919 patients). Similar samples of data 2 years later constituted
the follow-up data. The comparison state was chosen because it has a similar
population size and demographic profile to Alabama. The comparison state agreed
to share its CABG data, but it did not have a statewide program for providing
performance feedback to CABG providers. We used these data to define changes
in processes of care and outcome that were not specifically attributable to
an organized process-oriented statewide quality improvement effort with feedback
to providers. At the national level, patients with the procedure codes and
discharge dates mentioned above were chosen for review using a random univariate
distribution program (SAS Institute, Inc; Cary, NC). The national data were
used to judge the effect of our statewide program against national secular
trends in the practice of CABG surgery.
The baseline sample was collected by a clinical data abstraction center
(CDAC) of HCFA for patients who had undergone CABG surgery between July 1,
1995, and June 30, 1996. Follow-up data, reflecting performance after the
intervention, were abstracted from CABG cases discharged between July 1, 1998,
and December 31, 1998. Two-week samples of the variable duration of intubation
were obtained by local hospitals in March and July 1999 to assess the durability
of change achieved by the prior intervention. In addition, the CDAC subsequently
collected data describing duration of intubation for patients discharged from
Alabama hospitals in 1999.
Each of the 20 Alabama hospitals providing CABG surgery agreed to participate
in this project and identified a CABG quality improvement team for the hospital.
Four meetings of all these teams as well as additional staff and hospital
administrators were organized by AQAF staff. These meetings each lasted 1
day and took place in Birmingham, a central location.
The first meeting was held in January 1997, with the purpose of describing
the CABG project's objectives and methods to the participants. Results from
the initial round of data analysis, that is, baseline data covering CABG surgical
procedures performed between July 1, 1995, and June 30, 1996, were presented
at a second meeting in January 1998. A cardiothoracic surgeon from the Northern
New England Cardiovascular Disease Study Group discussed this group's efforts
to date, to provide an example of a successful regional quality improvement
initiative.3 At the third meeting in July 1998,
the goal of decreasing the duration of post-CABG mechanical ventilation was
presented. An anesthesiologist provided information on how this goal was achieved
in his working environment. Attendance at each of these meetings ranged from
120 to 175 people and included anesthesiologists, surgeons, nurses, physician
assistants, perfusionists, and respiratory therapists, all who were members
of local quality improvement teams.
Each hospital's quality improvement team was given their own facility's
performance compared with statewide mean performance and achievable benchmarks
of care based on peer performance,6 as well
as the other facilities' anonymized performances, together with comparison
state and national mean performance data. Suggestions were made for implementing
a quality improvement program at their local hospital, and specific suggestions
were given for shortening the duration of post-CABG intubation. A teleconference
was held in February 1999 to discuss the progress of teams at each hospital.
The results of the statewide project were presented together with national
and comparison state data at a meeting held in September 1999. Project updates
were available via the AQAF Web site, (http://www.aqaf.com) and
from an AQAF newsletter that was periodically mailed to all members of the
local quality improvement teams.
A member of the AQAF staff made on-site visits at participating hospitals
to consult on local improvement efforts and to monitor interim progress with
the main targeted process variable (ie, duration of post-CABG intubation).
Hospitals were encouraged, but not required, to participate in comparative
process analysis (CPA) visits, which were modeled after the round-robin site
visits previously used by the Northern New England Cardiovascular Disease
Study Group.3 Typically, the visiting surgeons
would watch cardiac surgical procedures during the morning, while other team
members observed and spoke with their counterpart at the host hospital. At
the end of the visit, the host and visiting teams met to answer any questions
that had arisen regarding the procedures and processes of care for CABG used
by the host hospital. Within 1 month of the visit, the visiting team completed
a written summary that described similarities and differences in the hospitals'
approaches to CABG surgery. Thirteen different Alabama hospitals participated
in at least 1 CPA visit.
At the group meetings, data were presented from Alabama, from a national
sample supplied by HCFA, and from another state that has a demographic profile
similar to Alabama but that did not give performance feedback to their CABG
providers.
Mean change from baseline to follow-up in process and outcome variables
within each of the 3 samples were compared using χ2 tests for
discrete variables and nonparametric analysis of variance (Kruskal-Wallis
test) for continuous variables. Between sample comparisons (Alabama vs comparison
state or national samples) of change over time in process measures were performed
by constructing regression models with universes containing both Alabama and
comparison group patients in which there was a binary indicator for collection
period and an indicator for exposure to the Alabama quality improvement program.
Odds ratios were calculated to demonstrate the effect of the Alabama quality
improvement program, also accounting for the effect of patient clustering
within hospitals (SAS Institute, Inc; Cary, NC).
Adjusted in-hospital mortality rates were computed using a previously
published multiple logistic regression model.4
The risk factors evaluated for inclusion in the risk-adjustment model were
chosen based on a number of previously published CABG risk models.7-9 The final model contained
11 risk factors, which are listed in Table
1. The same risk factors were then used to construct models for
between sample comparisons in mortality, as described in the previous paragraph
for process measures.
The patients from the 3 groups have comparable demographic and comorbidity
profiles (Table 2); however, there
are interesting differences for the baseline measurements of the process variables
(Table 3). Specifically, the prevalence
of IMA use was lower in the comparison state sample than in the Alabama or
the national samples. The median duration of intubation was shorter and the
percentage of patients who were intubated for longer than 6 hours was lower
in the comparison state than in Alabama. The prevalence of ASA use at discharge
and the reintubation rates were similar for all 3 samples.
Remeasurement of the process variables shows that the duration of intubation
was markedly shortened in the Alabama sample, where it was specifically targeted
for improvement. During the study period in Alabama, the median duration of
post-CABG intubation decreased from 12 to 7 hours, and the percentage of patients
who were intubated for less than 6 hours increased from 9% to 41% (Table 3). These measures for the comparison
state remained constant. In the national sample, the duration of intubation
decreased and the prevalence of intubation for less than 6 hours increased;
however, the change was less than the change that occurred in Alabama. The
use of IMA increased in all 3 samples, and ASA use increased only in the Alabama
sample. The improvements in these 3 process indicators (proportion of patients
who were intubated <6 hours, IMA use, and ASA use) were significantly higher
in Alabama than in the comparison state and in the national sample (IMA use
for Alabama vs comparison state was P = .001 and
for Alabama vs national sample, P = .02; and P<.001 for all other comparisons). Of note, these improvements
occurred statewide rather than at just a few hospitals, as demonstrated in Figure 1 and Figure 2. For example, 92% of Alabama hospitals showed improved
performance for intubation for less than 6 hours compared with only 30% of
the comparison state hospitals (Figure 1,
first pair of bars).
The changes in duration of post-CABG intubation were achieved without
a clinically important increase in the prevalence of reintubation (Table 3). Subsequent data sampling in Alabama
indicates that the change in duration of post-CABG intubation has persisted
up to 1 year after the initial push to shorten the duration of intubation
(Figure 2). Note that this change
was evident in data acquired by local quality improvement teams and by a CDAC.
The CDAC data indicate that the percentage of intubation duration less than
6 hours was 52.6% for the first 6 months of 1999.
At the individual hospitals within Alabama, there was variation in the
process variables that warrants further examination. Variation was greater
than predicted in several of the baseline measures. For instance, there is
general agreement that IMA use for the left anterior descending artery is
beneficial to graft patency rate and patient survival. However, within Alabama
the prevalence of IMA use at individual hospitals ranged from 34% to 93%,
with a mean of 73%, in the baseline sample (Figure 2B). Although this variable was not specifically targeted
for improvement, the prevalence of IMA use increased to 84% in the follow-up
measurement, while variability across Alabama hospitals narrowed to range
from 65% to 98%. This change was due to more than 40% of hospitals in Alabama
significantly increasing IMA use, while none of the Alabama hospitals decreased
IMA use (Figure 1 and Figure 2B). This effort led to an increase in IMA use that was greater
than in the comparison state where confidential feedback to practitioners
was not provided and where only 30% of hospitals improved their performance
on the IMA use indicator. Similar changes were seen in the prescription of
ASA at the time of discharge (Figure 1
and Figure 2C).
There were no clinically important changes in the prevalence of intraoperative
IABP use, return to the operating room for excessive bleeding, or readmission
to the ICU (Table 4). The mean
post-CABG hospital length of stay decreased for all 3 study samples, reflecting
a national trend to shorten overall length of hospital stay for patients with
ischemic heart disease.
Risk-adjusted mortality for CABG surgery decreased significantly in
Alabama concurrent with the changes in the processes of care for patients
who underwent CABG surgery. Similar significant reductions in risk-adjusted
mortality did not occur in the comparison state or in the national sample
(Table 4). Analysis of the change
in post-CABG mortality, adjusted for risk factors present at the time of each
data sample, shows a statistically significant decrease in mortality in Alabama
but not in the comparison state or the national sample. When directly comparing
decreases in mortality across samples, the odds ratios (95% confidence intervals
[CIs]) of mortality at follow-up (after adjustments for risk factors and baseline
mortality) were 0.72 (95% CI, 0.46-1.13; P = .15)
for Alabama vs the comparison state, and 0.76 (95% CI, 0.54-1.07; P = .12) for Alabama vs the national sample.
With this cooperative statewide quality improvement project, we observed
significant reductions in the duration of post-CABG intubation as well as
increases in IMA use and ASA prescription. These process changes occurred
simultaneously with a significant reduction in risk-adjusted in-hospital mortality
in Alabama Medicare patients. Similar changes in mortality were noted during
the same period in a comparison state and in a national sample of CABG cases,
but a comparable profile of favorable changes in processes of care for CABG
was not observed. The changes implemented in these processes of care in Alabama
were not associated with increased complications (30-day hospital readmission
rates or reintubation rates). However, in the rate of readmission to the ICU
during the same time, there was an insignificant increase in Alabama with
an insignificant decrease in the national sample, and the comparison state
had a statistically insignificant increase.
The first and previously published finding from this analysis was the
magnitude of variation in-process measures among individual Alabama hospitals.4 In our study, we show that providing hospitals with
a description of their own performance relative to their peers on a confidential
basis and using aggregate and benchmark performance of peers spurred improvements
in the processes of care for CABG surgery. Of note, hospitals with substandard
performance for variables that were not specifically targeted for change by
the statewide initiative nevertheless recognized and rectified their deficiencies.
It is possible that the changes that occurred in the Alabama hospitals
represent regression to the mean rather than an improvement directly related
to the study intervention. However, similar improvements in the processes
of care for CABG were found less consistently in the comparison state where
provider feedback was not given. In addition, improvements within the Alabama
hospital process of care for CABG were achieved for the sake of delivering
high-quality health care alone, since this confidential peer-review information
did not carry the threat of adverse publicity or other punitive actions. The
degree of change that would have occurred with threat of adverse publicity
or other punitive action was not determined by this study because the study
design did not include a state where punitive actions are taken against hospitals
with substandard performance. Nevertheless, in our opinion, these data suggest
a fundamental desire of health care providers to attain high-quality performance
by striving toward benchmarks for best practices. This level of performance
is provided that funding is available for obtaining measures of performance
and a framework for implementing change is supplied to hospital-based quality
improvement teams.
As part of our statewide quality improvement program, representatives
of 13 of the 20 hospitals chose to visit or host another hospital in the state
to compare the management of patients undergoing CABG surgery. These CPA visits
were organized with the assistance of AQAF and were structured to be nonadversarial
learning experiences in which all members of the CABG team had an opportunity
to interact and learn from their counterparts. The details of quality improvement
procedures varied from one hospital to another. However, in general, they
were based on meetings of quality improvement teams that identified local
problems and opportunities for improvement and then acted on them with help
from the AQAF on an as-needed basis.
The Alabama CABG project primarily focuses on improvement in the processes
rather than the outcome of care. Defining and measuring the processes of care
help hospitals identify areas for improvement. The change that occurred in
the targeted process variable (ie, duration of post-CABG intubation, Figure 2A) suggests that a coordinated statewide
quality improvement effort can bring about change broadly and rapidly. These
statewide process improvements were associated with a lower in-hospital risk-adjusted
mortality for CABG surgery, although a causal relationship was not established.
Separating the changes that occurred due to the project intervention from
secular changes in the practice of cardiac surgery is always difficult. These
changes were documented in our study by national and comparison state data
samples, as well. However, our multivariable analyses suggest that in 3 of
the indicators (intubation for <6 hours, IMA use, and ASA use) the improvement
in the Alabama hospitals was significantly larger than in the other 2 groups
(Table 2). Because some improvements
in the processes of care did occur in the other 2 groups without a specific
intervention, the costs of data acquisition and analysis for this project
need to be further investigated. This investigation is beyond the scope of
our study, although it will need to be addressed before advocating similar
large-scale studies for other regions.
In addition to directing change in practice patterns, regional and statewide
studies offer unique opportunities to develop and validate optimal practice
guidelines. The Northern New England Cardiovascular Disease Study Group10 already has successfully undertaken investigations
into optimal practices for CABG surgery. In Alabama, data from the CABG project
were recently used to test the hypothesis that prophylactic preincision placement
of an IABP is beneficial for patients who are considered high risk for CABG
surgery but who do not have preoperative hemodynamic instability or unstable
angina.11 Studies like these are expected to
help define best-practice guidelines and further lead to regional implementation
of these guidelines more quickly than has been previously possible.
Results from the Alabama CABG project suggest that health care providers
are willing to respond to clinical data and to improve health care under a
confidential peer-review system. Other studies that examined the effects of
publicly released outcome data on physician and patient practices have shown
that the effect of publicly released information on referral patterns for
CABG surgery is relatively small,12 and that
publicly released outcome data have little influence on patient choice of
hospital for CABG surgery.13 More recently,
the purchasing behavior of managed care and private fee-for-service insurers
in New York State was investigated.14,15
This analysis indicated that managed care insurers typically choose higher-mortality
CABG providers than private fee-for-service insurers. Thus, at present there
are no data to support assumptions made previously regarding publication of
surgeon- or hospital-specific report cards,16
although ethical considerations argue for continued public access to outcome
information.
Several regional quality assurance and improvement projects in cardiac
surgery have been published.2,3,17-20
They generally have been associated with decreases in risk-adjusted mortality,
although the methods for data collection and presentation to providers differ
somewhat from one study to another. Of note, these previous studies have not
included comparison groups such as ours and therefore are less convincing
in attributing improvement to specific interventions rather than secular trends.
Only 1 of the previously published projects, conducted in northern New
England, used a cooperative process in which hospitals actively learned from
one another's experience.3 At the outset of
the Alabama project, we did not know if we would be able to transfer the comparative
process analysis approach to our region where several competing cardiac surgical
programs coexist in close proximity. This study demonstrates that the CPA
approach is feasible even in a state where hospitals in the same city are
actively competing for patients.
Even though debates persist regarding the meaning and importance of
changes in risk-adjusted mortality,13 it is
likely that patients are well served in most circumstances by regional quality
improvement efforts. Thus, the continued evolution of regional quality improvement
projects and evidence-based guidelines for optimal practices in cardiac surgery
and other fields of medicine should be encouraged. Our experience with the
Alabama CABG project indicates that a nonpunitive, collaborative atmosphere
created by a confidential peer-review effort can achieve improvements in processes
of care and that establishing a uniform and high-quality mechanism for statewide
data abstraction, analysis, and reporting is feasible. Credibility based on
accurate data collection is crucial for capturing the attention, and the commitment
of health care providers, including all members of the hospital staff who
participate in the care of patients who underwent CABG surgery. It also is
crucial to achieving sustained quality improvement.
Our study suggests that a quality improvement effort, such as the Alabama
CABG project, leads to better health care. Initiation and implementation of
the project was facilitated by AQAF, an organization with experience in clinical
outcome analysis and quality improvement. Collaboration between a state PRO
and health care providers can be used as a model for others. Funding for regional
and statewide quality improvement projects is essential. To date, grants from
public or private agencies or contributions from practicing surgeons fund
regional and statewide quality improvement efforts. Who will pay for future
quality improvement studies for continued progress in this area is yet to
be decided.20
1.Grover FL, Johnson RR, Shroyer AL, Marshall G, Hammermeister KE. The Veterans Affairs Continuous Improvement in Cardiac Surgery Study.
Ann Thorac Surg.1994;58:1845-1851.Google Scholar 2.Hannan EL, Kilburn HJ, Racz M, Shields E, Chassin MR. Improving the outcomes of coronary artery bypass surgery in New York
State.
JAMA.1994;271:761-766.Google Scholar 3.O'Connor GT, Plume SK, Olmstead EM.
et al. A regional intervention to improve the hospital mortality associated
with coronary artery bypass graft surgery: the Northern New England Cardiovascular
Disease Study Group.
JAMA.1996;275:841-846.Google Scholar 4.Holman WL, Peterson ED, Athanasuleas CL.
et al. Alabama coronary artery bypass grafting cooperative project: baseline
data.
Ann Thorac Surg.1999;68:1592-1598.Google Scholar 5. International Classification of Diseases, Ninth Revision, Clinical
Modification. Washington, DC: Public Health Service, US Dept of Health and Human
Services; 1988.
6.Kiefe CI, Weissman NW, Allison JJ, Farmer R, Weaver M, Williams OD. Identifying achievable benchmarks of care: concepts and methodology.
Int J Qual Health Care.1998;10:443-447.Google Scholar 7.Parsonnet V, Dean D, Bernstein AD. A method of uniform stratification of risk for evaluating the results
of surgery in acquired adult heart disease.
Circulation.1989;79(suppl I):I3-I12. [published erratum appears in Circulation. 1990;82:1078].Google Scholar 8.DeLong ER, Peterson ED, DeLong DM, Muhlbaier LH, Hackett S, Mark DB. Comparing risk-adjustment methods for provider profiling.
Stat Med.1997;16:2645-2664.Google Scholar 9.Kouchoukos NT, Ebert PA, Grover FL, Lindesmith GG. Report of the Ad Hoc Committee on Risk Factors for Coronary Artery
Bypass Surgery.
Ann Thorac Surg.1988;45:348-349.Google Scholar 10.Leavitt BJ, Olmstead EM, Plume SK.
et al. Use of the internal mammary artery graft in Northern New England: Northern
New England Cardiovascular Disease Study Group.
Circulation.1997;96:II-32-36.Google Scholar 11.Holman WL, Li Q, Kiefe CI.
et al. Prophylactic value of pre-incision intra-aortic balloon pump: analysis
of a statewide experience.
J Thorac Cardiovasc Surg.2000;120:1112-1119.Google Scholar 12.Hannan EL, Stone CC, Biddle TL, DeBuono BA. Public release of cardiac surgery outcomes data in New York: what do
New York state cardiologists think of it?
Am Heart J.1997;134:55-61. [corrected and republished in Am Heart J. 1997;134:1120-1128].Google Scholar 13.Chassin MR, Hannan EL, DeBuono BA. Benefits and hazards of reporting medical outcomes publicly.
N Engl J Med.1996;334:394-398.Google Scholar 14.Erickson LC, Torchiana DF, Schneider EC, Newberger JW, Hannan EL. The relationship between managed care insurance and use of lower-mortality
hospitals for CABG surgery.
JAMA.2000;283:1976-1982.Google Scholar 15.Jencks SF. Clinical performance measurement: a hard sell.
JAMA.2000;283:2015-2016.Google Scholar 16.Committee on Regional Health Data Networks. Public disclosure of data on health care providers and practitioners. In: Donaldson MS, Lohr KN, eds. Health Data in
the Information Age: Use, Disclosure, and Privacy. Washington, DC:
National Academy Press; 1994:91-135.
17.Ferguson Jr TB, Dziuban Jr SW, Edwards FH.
et al. The STS national database: current changes and challenges for the new
millennium: committee to establish a national database in cardiothoracic surgery,
The Society of Thoracic Surgeons.
Ann Thorac Surg.2000;69:680-691.Google Scholar 18.Dziuban Jr SW, McIlduff JB, Miller SJ, Dal Col RH. How a New York cardiac surgery program uses data outcomes.
Ann Thorac Surg.1994;58:1871-1876.Google Scholar 19.Hammermeister KE, Johnson R, Marshall G, Grover FL. Continuous assessment and improvement in quality of care: a model from
the Department of Veterans Affairs Cardiac Surgery.
Ann Surg.1994;219:281-290.Google Scholar 20.Harlan BJ. Statewide reporting of coronary artery surgery results: a view from
California.
J Thorac Cardiovasc Surg.2001;121:409-417.Google Scholar 21.Jollis JG. Measuring the effectiveness of medical care delivery.
J Am Coll Cardiol.2001;37:998-1000.Google Scholar