Table of Contents
Hospitals and Ambulatory
Surgery Centers
Methodology for Charges – Inter-Quartile Ranges
Background
Many insurance plans have traditionally utilized a standard deviation
based methodology for the development of outlier thresholds for
inpatient services. Due to the fact that the distribution of
hospital days within any DRG category is not normally distributed, the
inter-quartile range is an approach that does not rely on statistics
based upon a normal distribution and would offer a more technically
sound alternative. The inter-quartile range is a measurement
commonly used for working with non-parametric data as a means of
delivering more defensible results.
Rationale
The distribution of facility data is non-parametric in that variables
such as length of stay, costs, and charges have more variation at the
high-end of the data sets. This means that the distribution
of data above the median value produces a much flatter curve than that
below the median value. Figure 1 graphically depicts the
differences between parametric and non-parametric distributions of data.

The inter-quartile range represents the width of an
interval which contains the middle fifty percent of the hospital
data. The inter-quartile range, therefore, is a distance, not
an interval, and it is a measure of the spread of the data.
Because of this it is less affected by high outliers in the data
set. Using the inter-quartile range methodology discounts the
impact that large outlier values have on measuring the dispersion of
data variables. For the type of data being analyzed, it is a
more stable statistic than the standard deviation.
Methodology
The inter-quartile range represents the width of an
interval which contains the middle fifty percent of the data; stated
alternatively, since 25% of the data are less than or equal to the
first quartile and 25% are greater than or equal to the third quartile,
the inter-quartile range is the length of an interval that includes
about half of the data. This difference is measured in the
same unit as the data.
To determine the inter-quartile range, all data are
organized from least to greatest value. The first quartile,
denoted as Q1, is the set of data having the property that at least
one-quarter of the observations are less than or equal to Q1 and that
at least three-quarters of the data are greater than or equal to
Q1. The third quartile, denoted as Q3, is conversely
identified.
To determine the inter-quartile range (IQR), the spread
of the difference between Q1 and Q3 is measured:
IQR = Q3 - Q1
Hospitals
Methodology for Adjusting Length of Stay
The data is risk adjusted for patient severity in order
to allow for meaningful comparisons. The primary reason for risk
adjustment is to remove the long-standing and valid criticism that
evaluative comparisons of two or more disparate groups based on
observed reported data is often not an effective methodology due to
differences in case-mix between the groups under study. This criticism
in simpler terms is the "our patients are sicker than their patients"
response.
In order to understand how data is adjusted for severity
and case mix, three concepts must be introduced; observed value,
expected value, and risk adjusted.
Observed Value
This is the reported value. For example, the observed
average length of stay for a hospital is calculated by taking the total
inpatient days for all patients and dividing this total by the total
number of cases. The values used for days and cases are taken from
information reported by the hospital to the Agency for Health Care
Administration (AHCA).
Expected Value
Expected values are severity adjusted according to case
mix, using 3M's All Patient Refined Diagnosis Related Groups (APR-DRGs)
as the methodology for severity adjustment.
Note: Expected value calculations for adults are APR-DRG
and age group specific for each product line age group. Expected value
calculations for pediatrics are APR-DRG and age group specific for each
product line age group. Also, the values for pediatrics are based on
three years of data.
Before proceeding to an example of an expected value
calculation, we need to first describe the APR-DRG patient
classification and severity assignment process.
Medicare DRGs and APR-DRGs are patient classification
systems with a primary objective of grouping types of patients treated
by the resources they consume. 3M's APR-DRGs build upon these systems
by going beyond the simple assignment of a base DRG by also assigning
to each case a severity of illness, defined as:
Severity of illness: the extent of
physiologic decompensation or organ system loss of function
Severity of illness subclasses are numbered as either 1
(minor), 2 (moderate), 3 (major), or 4 (extreme).
Assignment of severity of illness subclasses is based
upon a number of factors, including the underlying base APR-DRG
assignment (determined by principal diagnosis, procedures, age, sex and
discharge status), secondary diagnoses, and interactions amongst
diagnoses.
The advantage of APR-DRGs is that they acknowledge
differences in severity of illness among patients within a single
APR-DRG, as fits with our real world understanding. For example, some
pneumonia patients are much sicker than others, even though they may
all be classified under the same DRG.
So how does this website use APR-DRGs in calculating
expected values? Each inpatient case is assigned an expected value
which is the average value for that case's designated APR-DRG and
severity of illness level across the State of Florida. For example, a
case is designated as a Simple Pneumonia (APR-DRG 139) with a severity
of illness level 2. The state average length of stay for all Simple
Pneumonia (APR-DRG 139) with severity of illness level 2 is 5.5 days.
The expected value for this specific case's length of stay would then
be 5.5 days.
Calculations:
Hospital's Observed ALOS:
Total hosp. days for the selected condition / total
hosp. cases for the selected condition
Hospital's Expected ALOS:
Average of the expected hosp. length of stay for all
cases for the selected condition at the hospital
Risk Adjusted Value
The risk-adjusted average length of stay is the best
estimate, based on the statistical model, of what the provider's length
of stay would have been if the provider had a mix of patients identical
to the statewide mix. The risk adjusted value is the observed length of
stay divided by the expected length of stay and multiplied by the state
of Florida's average length of the stay for a medical
condition/procedure.
Hospital's Risk adjusted ALOS:
Observed ALOS for the selected condition / Expected ALOS
for the selected condition * State ALOS for the selected condition =
Risk Adjusted ALOS
Methodology for Potentially Preventable Readmissions
(PPRs) and APR-DRGs:
Statistical Methods
Introduction
The 3M™ APR™ DRG version 28 classification
system categorizes patients based on their severity of illness and risk
of mortality.
Potentially Preventable Readmission (PPRs) identify
return hospitalizations that may have resulted from the process of care
and treatment (readmission for a surgical wound infection) or lack of
post admission follow-up (prescription not filled) rather than
unrelated events that occur post admission (broken leg due to trauma).
In computing a hospital PPR rate, the numerator is
defined as the number of initial admissions with one or more qualifying
clinically related readmissions within a given time period.
The denominator of a readmission rate is identified as the number of
initial admissions at risk for a potentially preventable readmission,
excluding deaths and admission meeting the criteria for one or more
global exclusions occurring in the index hospitalization, for the
related population for the same time period.
the number of initial
qualifying admissions with one or more PPRs
divided by
the number of admissions
at risk for a PPR
Rates of PPR occurrence can be calculated for each APR-DRG
category by severity of illness level. A PPR rate for
each APR-DRG by severity level was developed for each of these three
age groups based on a 15 day readmission window for readmissions across
hospitals. These rates are typically referred to as norms
because they reflect the experience of groups of hospitals.
Using APR-DRG categories to control differences in the
clinical characteristics between their patients or those of the norm,
individual hospitals can compare their PPR rates to those of the
normative data. These comparisons will enable them to determine if and
how their performance differs from comparable hospitals. A
provider’s experiences and those of normative populations are
likely to be different. This can represent a true difference or can be
caused by normal variation. Statistical techniques can be used to
determine which of the observed differences in outcomes are most likely
to be true differences and which are probably the result of natural
variation.
Observed Value
The observed readmission rates are calculated for each
condition or procedure by dividing the number of initial discharges
with one or more Potentially Preventable Readmissions, PPRs, by the
total number of initial discharges. The AHCA normative database (state
values) are calculated for each APR-DRG and severity of illness
subclass the same. The PPR is calculated as follows:
Let:
N = observed rate
P = Number of initial discharges with one or more PPRs
D = Number of initial discharges at risk for a PPR
i = condition or procedure or an APR DRG category and a single severity
of illness level

This number is displayed as PPRs per initial discharge
to facilitate the calculations in the expected value computation
example below.
Expected Values
The expected value of PPRs is the number of readmission
chains (initial discharge with a PPR) a hospital, given its mix of
patients as defined by APR-DRG category and severity of illness level,
would have experienced had its rate of PPRs been identical to that
experienced by a reference or normative set of hospitals.
The technique by which the expected value or expected
number of PPRs is calculated is called indirect standardization. For
illustrative purposes, assume that every initial discharge can meet the
criteria for having a PPR, a condition called being “at
risk” for a PPR. All initial discharges will either have no
PPRs or will have a chain of one and possibly more PPRs.
Once a set of PPR normative rates has been calculated by
APR-DRG by SOI, it can be applied at the APR-DRG and SOI level to
individual hospitals to compute the expected PPR rate for the
hospital. Then the PPR expected rate is adjusted for age over
85 and the presence of a major mental health problem as a comorbid
condition. These adjustments were computed from the AHCA normative
database for each of the three age groups.
Example
Age and Mental Health PPR Rate Adjustment Factors
| Condition |
Age < 85 |
Age >= 85 |
| Major Mental Health |
1.6394 |
1.5058 |
| All Other |
0.9435 |
1.1157 |
Consider the following example for computing a
hospital’s expected PPR rate. For each APR-DRG by
severity subclass, a normative PPR rate has been computed from the
normative database. Hospital AAA has 11 initial discharges in
the database. One of these initial discharges was globally
excluded from the PPR computations because the patient left against
medical advice. Of the remaining 10 initial discharges, one
of these initial discharges had a potentially preventable readmission
within the defined readmission window. The other nine initial
discharges either did not have a subsequent admission within the
defined readmission window or there was a subsequent readmission within
the defined readmission window, however, the readmission was not
identified as potentially preventable and therefore clinically excluded
from being considered a PPR.
Example
Normative PPR Rates
| APR-DRG
|
Severity
Level |
Normative
PPR Rate |
| 1 |
1 |
5.2 |
| 1 |
2 |
6.4 |
| 1 |
3 |
6.9 |
| 1 |
4 |
7.3 |
| 2 |
1 |
7.2 |
| 2 |
2 |
8.9 |
| 2 |
3 |
9.1 |
| 2 |
4 |
9.9 |
Example
Hospital Patient Discharge Readmission Data
| Provider
|
APR-DRG
- Severity Level |
Age
|
Major
Mental Health Condition |
Initial
Discharge At Risk for PPR |
Initial
Discharge With a PPR |
Normative
PPR Rate |
MH
& Age Adjusted Normative PPR Rate |
| AAA |
1
– 4 |
87 |
Y |
Y |
Y |
7.3 |
10.99 |
| AAA |
1
– 3 |
89 |
N |
Y |
N |
6.9 |
7.70 |
| AAA |
2
– 4 |
70 |
Y |
Y |
N |
9.9 |
16.23 |
| AAA |
1
– 2 |
45 |
Y |
N |
N |
------
|
------
|
| AAA |
1
– 1 |
35 |
N |
Y |
N |
5.2 |
4.91 |
| AAA |
2
– 1 |
46 |
N |
Y |
N |
7.2 |
6.80 |
| AAA |
2
– 2 |
88 |
Y |
Y |
N |
8.9 |
13.40 |
| AAA |
2
– 3 |
23 |
Y |
Y |
N |
9.1 |
14.92 |
| AAA |
1
– 3 |
85 |
N |
Y |
N |
6.9 |
7.70 |
| AAA |
2
– 4 |
65 |
Y |
Y |
N |
9.9 |
16.23 |
| AAA |
2
– 3 |
55 |
Y |
Y |
N |
9.1 |
14.92 |
The provider's actual PPR rate is the number of initial
discharges with one or more PPRs within the readmission window divided
by the number of initial discharges at risk for a PPR (not globally
excluded). Provider AAA PPR rate equals 1 divided by 10 =
10%. The expected PPR rate based on the initial discharges at
risk for a PPR is the sum of the associated APR-DRG by SOI normative
PPR rate times the mental health and age adjustment factor divided by
the number of initial discharges at risk for a PPR.
Example
Hospital PPR Rate
| Provider
|
Number
of Initial Discharge With a PPR |
Number
of Initial Discharge At Risk for PPR |
Actual
PPR Rate |
Expected
PPR Rate |
| AAA |
1 |
10 |
10.0% |
11.4% |
Risk Adjusted Value
It is not meaningful to compare expected values across
hospitals. Thus, if one hospital has a higher expected value than
another hospital, no conclusion can be made regarding the relative
performance of the two hospitals. In order to directly compare the
performance of two hospitals a risk adjusted value can be
computed. In other words, the expected value is relative to
the hospital’s actual value while the risk adjusted value is
relative to actual value in the reference database. Thus the risk
adjusted value can be compared across hospitals. The risk
adjusted value is computed as follows:
Hospital Actual PPR Rate
Risk Adjusted PPR Rate =
----------------------------------------- X Reference Actual
PPR Rate
Hospital Expected PPR Rate
The reference actual PPR rate is the overall PPR rate
for the hospitals being compared. If analysis is performed
for a subset of cases, say cardiac surgical APR-DRGs, then the overall
PPR rate for all cardiac surgical APR-DRGs would be the reference
actual PPR rate from which a hospitals actual to expected PPR rate for
cardiac surgical APR-DRGs would be adjusted.
Statistical significance
The statistical techniques calculate the probability
that an observed difference in performance between the provider and the
norm is due to natural variation. A difference in performance between
provider and norm is considered “significant” if
the probability that a difference is due to natural variation is small.
A difference is considered significant at the 0.05 level if the
probability that the observed difference is due to natural variation is
five percent or less (i.e., less than one chance in twenty).
Three interrelated factors determine whether a
difference in performance is significant: the number of observations,
the magnitude of the observed difference in performance, and the
variability in performance of the hospital and of the norm. A small
number of patients, a small observed difference in performance, or high
variability within either the provider or the norm (i.e., high standard
deviation) increase the probability that the observed difference is due
to chance and does not represent a true difference. Conversely, a large
number of patients, a large observed difference between provider and
norm, or low variability within both hospital and norm make it more
likely that the difference was not due to chance and does represent a
true difference.
Further, an observed difference of the same magnitude
may be significant in one comparison and not in another. The conclusion
that a difference is significant indicates that the hospital and the
norm have had true difference in performance.
There are several possible reasons why a difference may
not be significant. There may be no true difference, and thus, no
significant difference in performance is found. Alternatively, there
may be too few observations or too much variability, or both, so that
even a true difference cannot be detected. Thus, a difference which is
not significant does not necessarily mean that there is no true
difference in performance. It may simply mean that there were too few
patients or too much variability to conclude that the observed
difference was not due to chance.
The comparison of a provider’s performance to
a norm requires the use of several distinct statistical methods.
Outcome variables such as PPR rates are binary variables that indicate
the occurrence or non-occurrence of an event such as a readmission
following an initial discharge. Comparisons can be performed for data
from a single APR-DRG category and subclass, or they can be performed
for data pooled across multiple APR-DRG categories and subclasses.
Test of Significance
For binary data such as readmission, a test of
significance of the difference between the actual and expected values
can be performed by comparing readmission rates separately within each
APR-DRG category and subclass and then pooled across APR-DRG categories
and subclasses. The calculation of statistical significance for PPRs
uses the Cochran-Mantel-Haenszel test (CMH) to calculate statistical
significance for PPRs across APR-DRG categories and severity of illness
levels.
To test for statistical significance, it is assumed that
the APR-DRG category and severity of illness level for each initial
discharge is known, as well as whether or not a PPR occurred within the
window following the initial discharge. The tests of significance are
to be calculated with only initial discharges at risk for
PPRs. In computing the test of significance, the normative
statistic should take into account the adjustment for age over 85 and
the presence of a major mental health problem as a comorbid condition
based on hospital’s cases.
To calculate a CMH statistic, start with the 2 * 2
matrix used for the Chi Square test. The CMH statistic uses the data
from one corner of the matrix and the marginals. It does not matter
which corner; all will produce the same results. To simplify matters,
we will use the upper left hand corner.
Calculate the expected value and variance of each cell.
Let:
j = APR-DRG category and severity of illness level
E = Expected number of initial discharges with PPRs
C = Number of initial discharges with PPRs for a hospital
D = Number of initial discharges at risk for PPR for a hospital
F = Number of initial discharges with PPRs in norm
G = Number of initial discharges at risk for PPR in norm
A(m,a) = Adjustment factor for mental health status m and age category a
N(m,a) = Number of patients with mental health status m and age
category a in hospital
J = Average adjustment factor for mental health status m and age
category a in hospital
J = ∑ (N(m,a)A(m,a))/ ∑ N(m,a)
m,a
m,a
The expected value is calculated as follows:

The variance is calculated as follows:

After, the expected value and variance are calculated,
calculate the CMH statistic as follows:

As the CMH statistic has a chi square distribution with
1 degree of freedom the following significance levels can be used:
| Significance
Level |
Х2
|
| .1 |
2.7055
|
| .05 |
3.8415
|
| .01 |
6.6349
|
For the purposes of reporting statistical significance a
significance level of .05, Х2 =>
3.8415, was used. In addition, statistical significance will not be
calculated if the overall number of initial discharges at risk for PPRs
is less than forty or if the number of observed or expected initial
discharges with PPRs is less than five for a provider.
Hospital Inpatient Medical Conditions and Procedures - Adults
Bones and Joints
Back Problems
Back Problems –
APR-DRG code 347
Disc Surgery
Disc Surgery – APR-DRG
code 310
Femur Fracture Surgical Repair
Femur Fracture Surgical Repair
– APR-DRG code 308
Fracture of Pelvis or Dislocation of Hip
Fracture of Pelvis or
Dislocation of Hip – APR-DRG code 341
Hip Replacement (total and partial)
Hip Replacement - APR- DRG code
301
Knee
Replacement (total and partial)
Knee Replacement –
APR-DRG code 302
Leg
Amputation
Leg Amputation – APR-
DRG code 305
Shoulder,
Upperarm and Forearm Procedures
Shoulder, Upperarm and Forearm
Procedures – APR- DRG code 315
Spinal
Fusion
Spinal Fusion –
APR-DRG codes 303, 304 and 321
Tibia/Fibula
Fracture Repair
Tibia/Fibula Fracture Repair
– APR- DRG code 313
Brain and Nervous System
Craniotomy
(brain surgery)
Craniotomy (brain surgery)
– APR-DRG codes 20 and 21
Stroke
Stroke – APR-DRG codes
44 and 45
Transient
Cerebral Ischemia
Transient Cerebral Ischemia
– APR-DRG code 47
Cancer
Acute
Leukemia
Acute Leukemia –
APR-DRG code 690
Bone
Marrow Transplant
Bone Marrow Transplant
– APR-DRG code 3
Brain
Cancer
Brain Cancer – APR-DRG
code 41
Chemotherapy
Chemotherapy – APR-DRG
code 693
Digestive
System Cancer
Digestive System Cancer
– APR-DRG code 240
Female
Reproductive Cancer
Female Reproductive Cancer
– APR-DRG code 530
Kidney
/ Ureter Removal
Kidney / Ureter Removal
– APR-DRG code 442
Leukemia
/ Lymphoma, Non - Surgical
Leukemia / Lymphoma, Non -
Surgical – APR-DRG codes 691 and 694
Leukemia
/ Lymphoma, Surgical
Leukemia / Lymphoma, Surgical
– APR-DRG code 681
Liver/Pancreatic
Cancer
Liver Cancer – APR-DRG
code 281
Lung
Cancer
Lung Cancer – APR-DRG
code 136
Mastectomy
Mastectomy – APR-DRG
code 362
Diabetes/Endocrinology/Metabolism
Diabetes
Diabetes – APR-DRG
code 420
General Medical Information
Acute
Pancreatitis
Acute Pancreatitis –
APR-DRG code 282
Cellulitis
Cellulitis – APR-DRG
code 383
Convulsions
(Seizures)
Convulsions (Seizures)
– APR-DRG code 53
Diverticulosis
/ Diverticulitis
Diverticulosis / Diverticulitis
– APR-DRG code 244
Gastrointestinal
Hemorrhage
Gastrointestinal Hemorrhage
– APR-DRG codes 241, 242 and 253
Hypovolemia
(Low Blood Volume)
Hypovolemia (Low Blood Volume)
– APR-DRG code 422
Inflammatory
Bowel Disease
Inflammatory Bowel Disease
– APR-DRG code 245
Migraine
and Other Headaches
Migraine and Other Headaches
– APR-DRG code 54
Non-Bacterial
Gastroenteritis, Nausea and Vomiting
Non-Bacterial Gastroenteritis,
Nausea and Vomiting – APR-DRG code 249
Renal
Failure
Renal Failure –
APR-DRG code 460
Septicemia
(blood poisoning)
Septicemia (blood poisoning)
– APR-DRG codes 720 and 724
Sickle
Cell Disease
Sickle Cell Disease –
APR-DRG code 662
Syncope
(fainting)
Syncope (fainting) –
APR-DRG code 204
Urinary
Stones
Urinary Stones –
APR-DRG code 465
Urinary
Tract Infection
Urinary Tract Infection
– APR-DRG code 463
Heart and Circulatory System
Angina
Pectoris and Coronary Atherosclerosis
Angina Pectoris and Coronary
Atherosclerosis – APR-DRG codes 198
Angioplasty
Angioplasty – APR-DRG
codes 174 and 175
Cardiac
Catheterization
Cardiac Catheterization
– APR-DRG codes 191 and 192
Cardiac
Defibrillator and Heart Assist Anomaly
Cardiac Defibrillator and Heart
Assist Anomaly – APR-DRG code 161
Cardiac
Pacemaker Implant
Cardiac Pacemaker Implant
– APR-DRG code 171
Cardiac
Valve Procedures without Cardiac Catheterization
Cardiac Valve Procedures without
Cardiac Catheterization – APR-DRG code 163
Chest
Pain
Chest Pain – APR-DRG
code 203
Coronary
Bypass Surgery
Coronary Bypass Surgery
– APR-DRG codes 165 and 166
Heart
Attack
Heart Attack – APR-DRG
code 190
Heart
Failure
Heart Failure –
APR-DRG code 194
High
Blood Pressure
High Blood Pressure –
APR-DRG code 199
Irregular
Heartbeat
Irregular Heartbeat –
APR-DRG code 201
Major
Thoracic and Abdominal Vascular Procedures
Major Thoracic and Abdominal
Vascular Procedures – APR-DRG code 169
Peripheral
Vascular Disease (PVD)
Peripheral Vascular Disease
(PVD) – APR-DRG code 197
Pulmonary
Edema and Respiratory Failure
Pulmonary Edema and Respiratory
Failure – APR-DRG code 133
Asthma
Asthma – APR-DRG code
141
Chronic
Obstructive Pulmonary Disease, COPD (pulmonary disease)
COPD (pulmonary disease)
– APR-DRG code 140
Lung
and Chest Procedures
Lung and Chest Procedures
– APR-DRG codes 120 and 121
Pneumonia
Pneumonia – APR-DRG
code 139
Pneumonitis,
Aspiration
Pneumonitis, Aspiration
– APR-DRG code 137
Surgery
Appendectomy
Appendectomy – APR-DRG
code 225
Arteriovenostomy
(renal dialysis)
Arteriovenostomy (renal
dialysis) – APR-DRG code 444
Gall
Bladder Removal
Gall Bladder Removal –
APR-DRG 262
Heart
and/or Lung Transplant
Heart and/or Lung Transplant
– APR-DRG code 2
Hernia
Repair
Hernia Repair, Other –
APR-DRG code 227
Inguinal,
Femoral and Umbilical Hernia Procedures
Inguinal, Femoral and Umbilical
Hernia Procedures – APR-DRG code 228
Kidney/Pancreas
Transplant
Kidney/Pancreas Transplant
– APR-DRG codes 6 and 440
Laparoscopic
Gall Bladder Removal
Laparoscopic Gall Bladder
Removal – APR-DRG code 263
Liver
Transplant
Liver Transplant –
APR-DRG code 1
Major
Small and Large Bowel Procedures
Major Small and Large Bowel
Procedures – APR-DRG code 221
Major
Stomach, Esophageal and Duodenal Procedures
Major Stomach, Esophageal and
Duodenal Procedures – APR-DRG code 220
Minor
Small and Large Bowel Procedures
Minor Small and Large Bowel
Procedures – APR-DRG code 223
Obesity
Procedures
Obesity Procedures –
APR-DRG code 403
Peritoneal
Adhesiolysis
Peritoneal Adhesiolysis -
APR-DRG code 224
Radical
Prostatectomy
Radical Prostatectomy
– APR-DRG code 480
Thyroid,
Parathyroid and Thyroglossal Procedures
Thyroid, Parathyroid and
Thyroglossal Procedures – APR-DRG code 404
Transurethral
Prostatectomy
Transurethral Prostatectomy
– APR-DRG code 482
Urethral
and Transurethral Procedures
Urethral and Transurethral
Procedures – APR-DRG code 446
Women's Health
Hysterectomies
and Other Uterine and Adnexa Procedures
Hysterectomies and Other Uterine
and Adnexa Procedures – APR-DRG codes 511, 512, 513 and
519
Hospital Inpatient Medical
Conditions and Procedures - Deliveries and Newborns
Baby
with Complications
Baby with Complications
– APR-DRG codes 583, 588, 589, 591, 593, 602, 603, 607, 608,
609, 611, 612, 613, 614, 621, 622, 623, 625, 626, 630, 631, 633, 634,
636, 639, 640 (APR-DRG 640 is limited to Severity Levels 2, 3 and 4)
Cesarean
Section Delivery
Cesarean Section Delivery
– APR-DRG code 540 - The data for cesarean deliveries include
all ages.
Normal
Baby
Normal Baby – APR-DRG
code 640 (limited to Severity Level 1)
Vaginal
Delivery
Vaginal Delivery –
APR-DRG code 560 - The data for vaginal deliveries include all ages.
Hospital Inpatient Medical
Conditions and Procedures - Pediatrics
Appendectomy
– Ages 1-17 years
Appendectomy – APR-DRG
code 225 (limited to Severity Level 1, minor) – Ages 1-17
years
Asthma
– Ages 2-17 years
Asthma –Inclusions:
ICD-9-CM principal diagnosis codes of asthma, 49300, 49301, 49302,
49310, 49311, 49312, 49320, 49321, 49322, 49381, 49382, 49390, 49391,
and 49392. Exclusions: Excludes
those patients with a diagnosis code for cystic fibrosis and anomalies
of the respiratory system. Excludes transfers from other
institutions. Excludes cases ages 0-1. Excludes cases in MDC
14 (obstetrics). Please refer to PDI 14 (AHRQ Version 4.2) at
www.qualityindicators.ahrq.gov
for further information regarding methodology.
Brain
Surgery – Ages 0-17 years
Brain Surgery –
APR-DRG codes 20, 21, and 22 – Ages 0-17 (excluding birth
hospitalizations and newborn transfers less than or equal to 28 days
old).
Bronchiolitis
and RSV Pneumonia – Ages 0-4 years
Bronchiolitis and RSV Pneumonia
– APR-DRG code 138 – Ages 0-4 (excluding birth
hospitalizations and newborn transfers less than or equal to 28 days
old).
Cancer
Care – Ages 0-17 years
Cancer Care – APR-DRG
codes 680, 681, 690, 691, 692, 693, 694, and 41 – Ages 0-17
(excluding birth hospitalizations and newborn transfers less than or
equal to 28 days old).
Cellulitis
– Ages 0-17 years
Cellulitis – APR-DRG
code 383 (excluding birth hospitalizations and newborn transfers less
than or equal to 28 days old).
Convulsions
(Seizures) – Ages 0-4 years and 5-17 years
Convulsions (Seizures)
– APR-DRG code 53 – Ages 0-4 (excluding birth
hospitalizations and newborn transfers less than or equal to 28 days
old) and ages 5-17.
Diabetes
– Ages 6-17 years
Diabetes – Inclusions:
All non-maternal discharges ages 6 to 17 years with ICD-9-CM principal
diagnosis codes for short-term complications (ketoacidosis,
hyperosmolarity, coma) including 25010, 25011, 25012, 25013, 25020,
25021, 25022, 25023, 25030, 25031, 25032, and 25033. Exclusions:
Excludes transfers from other institutions. Excludes cases in MDC 14
(obstetrics). Please refer to PDI 15 (AHRQ Version 4.2) at www.qualityindicators.ahrq.gov
for further information regarding methodology.
Fever
and Infectious Illness – Ages 0-17 years
Fever and Infectious Illness
– APR-DRG codes 722, 723, and 113 – Ages 0-17
(excluding birth hospitalizations and newborn transfers less than or
equal to 28 days old).
Gastroenteritis
– Ages 3 months – 4 years and 5-17 years
Gastroenteritis – Inclusions:
All non-maternal discharges ages 1 year-4 years and 5-17 years with
ICD-9-CM principal diagnosis code for gastroenteritis or with a
secondary diagnosis code of gastroenteritis and a principal diagnosis
code of dehydration. ICD-9-CM gastroenteritis diagnosis codes 00861,
00862, 00863, 00864, 00865, 00866, 00867, 00869, 0088, 0090, 0091,
0092, 0093, and 5589. ICD-9-CM dehydration diagnosis codes 27650,
27651, 27652, and 2765. Exclusions: Excludes
transfers from other institutions. Exclude those with a diagnosis code
of gastrointestinal abnormalities or bacterial gastroenteritis.
Excludes ages less than 1 year (or neonates if age in days is missing).
Excludes cases in MDC 14 (obstetrics). Please refer to PDI 16 (AHRQ
Version 4.2) at www.qualityindicators.ahrq.gov
for further information regarding methodology.
Pneumonia,
Other – Ages 2-17 years
Pneumonia, Other – APR
139. Inclusions:Includes ages 2-17. Exclusions:
Excludes transfers from other institutions. Exclude cases in MDC 14
(obstetrics). Excludes those patients with a diagnosis code for cystic
fibrosis and anomalies of the respiratory system. Please refer to PDI
14 (AHRQ Version 4.2) at www.qualityindicators.ahrq.gov
for further information regarding methodology.
Sickle
Cell Disease – Ages 1-17 years
Sickle Cell Disease –
APR-DRG code 662 – Ages 1-17.
Spinal
Fusion – Ages 5-17 years
Spinal Fusion –
APR-DRG codes 303, 304, and 321 – Ages 5-17 years.
Urinary
Tract Infections – Ages 3 months to 17 years
Urinary Tract Infections
– Inclusions: All non-maternal discharges
ages 1 year to 17 years with ICD-9-CM urinary tract principal diagnosis
codes 59010, 59011, 5902, 5903, 59080, 59081, 5909, 5950, 5959, 5990.
Exclusions: : Excludes transfers from
other institutions. Exclude those patients with a diagnosis code of
kidney/urinary tract disorder and with a diagnosis code of high or
intermediate-risk immunocompromised state. Excludes ages less than 1
year (or neonates if age in days is missing). Excludes cases in MDC 14
(obstetrics). Please refer to PDI 18 (AHRQ Version 4.2) at www.qualityindicators.ahrq.gov
for a list of the kidney/urinary disorder diagnosis codes and refer to
Appendixes C and D for ICD-9-CM Codes for Immunocompromised States and
ICD-9-CM Codes for Intermediate-risk Immunocompromised States and more
detailed information regarding methodology.
Viral
Meningitis – Ages 0-17 years
Viral Meningitis –
APR-DRG code 51 – Ages 0-17 years (excluding birth
hospitalizations and newborn transfers less than or equal to 28 days
old).
Ambulatory (Outpatient) Surgery
Centers
Enhanced Ambulatory Patient Groups (EAPGs)
– Explanation of Designation as Levels I-IV
EAPGs simplify ambulatory visits for analysis and
reporting. This is achieved by identifying key diagnoses and
procedures, both diagnostic and therapeutic, performed during an
ambulatory visit. Once identified, these diagnoses and procedures are
used to classify outpatient visits into categories, called EAPGs, that
are both clinically and financial meaningful.
Once the EAPGs are assigned, a second step is taken that
assigns a level of complexity to each respective EAPG. Levels I through
IV may be assigned to each EAPG. The complexity of an EAPG is defined
by the following criteria: clinical similarity within an EAPG, the type
(e.g. incision vs excision) of procedures in a particular EAPG, the
amount of resources needed for the procedures in an EAPG, and the
likelihood that other ancillaries (e.g. diagnostic vs therapeutic
procedures involving different types of surgical and other types of
surgical pathology) will be performed for the procedure in that EAPG.
Levels of complexity are characterized
as follows:
| Level I |
– |
Short treatment time in
the operating room. Few laboratory tests or radiology procedures
ordered. Few expensive disposable devices used, if any. |
| Level II |
– |
Laboratory tests and
radiology procedures typically ordered as part of procedure. Disposable
devices may consume significant resources. Increased length of time in
the operating room. |
| Level III |
– |
Laboratory tests and
radiology procedures ordered as part of a procedure. Disposable devices
consume significant resources. Longer stay in the operating room than
levels I and II. |
| Level IV |
– |
Procedure of major
complexity. Treatment and resources used are extensive. Thus, Level IV
EAPGs are frequently performed in an inpatient setting, not in an
outpatient setting. |
Ambulatory (Outpatient) Surgery
Centers Procedures/Surgeries -- Adults
Bones and Joints
Arthroscopy,
Level I – EAPG 37
Arthroscopy,
Level II – EAPG 38
Bunion
Procedures – EAPG 45
Open or
Percutaneous Treatment of Fractures –
EAPG 43
Digestive System
Colonoscopy,
Therapeutic – EAPG 137
Endoscopy of
the Lower Airway – EAPG 64
Endoscopy of
the Upper Airway, Level I – EAPG 62
Endoscopy of
the Upper Airway, Level II – EAPG 63
Hernia
Repair, Level I – EAPG 139
Hernia
Repair, Level II – EAPG 140
Lower
Gastrointestinal Endoscopy, Diagnostic
– EAPG 136
Upper
Gastrointestinal (GI) Endoscopy or Intubation, Diagnostic
– EAPG 134
Upper
Gastrointestinal (GI) Endoscopy or Intubation, Therapeutic
– EAPG 135
Eyes
Cataract
Procedures – EAPG 233
Laser Eye
Procedures – EAPG 232
General Surgery
Facial and
Ear, Nose and Throat Procedures, Level I
– EAPG 252
Facial and
Ear, Nose and Throat Procedures, Level II
– EAPG 253
Facial and
Ear, Nose and Throat Procedures, Level III
– EAPG 254
Facial and
Ear, Nose and Throat Procedures, Level IV
– EAPG 255
Tonsil and
Adenoid Procedures – EAPG 256
Heart and Circulatory System
Cardiac
Catheterization, Diagnostic – EAPG 84
Pacemaker
Insertion and Replacement – EAPG 86
Kidneys and Urologic System
Bladder and
Kidney Procedures, Level I – EAPG 163
Bladder and
Kidney Procedures, Level II – EAPG 164
Bladder and
Kidney Procedures, Level III – EAPG 165
Extracorporeal
Shock Wave Lithotripsy – EAPG 160
Skin
Excision and
Biopsy of Skin and Soft Tissue, Level I
– EAPG 9
Excision and
Biopsy of Skin and Soft Tissue, Level II
– EAPG 10
Excision and
Biopsy of Skin and Soft Tissue, Level III
– EAPG 11
Skin
Debridement and Destruction, Level I –
EAPG 6
Skin
Debridement and Destruction, Level II
– EAPG 7
Skin
Debridement and Destruction, Level III
– EAPG 8
Women’s Health
Breast
Procedure, Level I – EAPG 20
Breast
Procedure, Level II – EAPG 21
Breast
Procedure, Level III – EAPG 22
Hysteroscopy
– EAPG 200
Ambulatory (Outpatient) Surgery
Centers Procedures/Surgeries -- Pediatrics
Bones and Joints
Arthroscopy,
Level I – EAPG 37
Arthroscopy,
Level II – EAPG 38
Open or
Percutaneous Treatment of Fractures –
EAPG 43
Digestive System
Endoscopy of
the Lower Airway – EAPG 64
Endoscopy of
the Upper Airway, Level I – EAPG 62
Endoscopy of
the Upper Airway, Level II – EAPG 63
Hernia
Repair, Level I – EAPG 139
Hernia
Repair, Level II – EAPG 140
Lower
Gastrointestinal (GI) Endoscopy, Diagnostic
– EAPG 136
Upper
Gastrointestinal (GI) Endoscopy or Intubation, Diagnostic
– EAPG 134
Upper
Gastrointestinal (GI) Endoscopy or Intubation, Therapeutic
– EAPG 135
Eyes
Strabismus
(Repair of Cross-Eyed) and Muscle Eye Procedures
– EAPG 239
General Surgery
Circumcision
– EAPG 181
Facial and
Ear, Nose and Throat Procedures, Level I
– EAPG 252
Facial and
Ear, Nose and Throat Procedures, Level II
– EAPG 253
Facial and
Ear, Nose and Throat Procedures, Level III
– EAPG 254
Facial and
Ear, Nose and Throat Procedures, Level IV
– EAPG 255
Tonsil and
Adenoid Procedures – EAPG 256
Inpatient Mortality
Indicators
The Agency for Healthcare Research and Quality (AHRQ)
software (Version 4.2) was used in calculating the Inpatient Mortality
Indicators (IQIs). This includes a 95%
confidence interval for all statistical significance determinations.
If a hospital had fewer than 30 cases, the results were
redacted.
Confidence Intervals are used to identify which
hospitals had significantly more or fewer deaths than expected given
the risk factors of their patients. The confidence interval identifies
the range in which the risk-adjusted mortality rate may fall. Hospitals
with significantly higher rates than expected after adjusting for risk
are those where the confidence interval range falls entirely above the
statewide risk adjusted mortality rate. Hospitals with significantly
lower rates than expected given the severity of illness of their
patients before surgery have the entire confidence interval range
entirely below the statewide risk adjusted mortality rate. The more
cases a provider performs, the narrower their confidence interval will
be. This is because as a provider performs more cases, the likelihood
of chance variation in the risk adjusted mortality rate decreases.
For more information, visit the Agency for Healthcare
Research and Quality website at: www.qualityindicators.ahrq.gov.
Mortality Inpatient Procedures
Abdominal
Aortic Aneurysm Repair (AAA) Mortality - IQI 11
Inclusions: Number of deaths with a
code of AAA repair in any procedure field and a diagnosis of AAA in any
field divided by discharges, age 18 years or older, with ICD-9 codes of
3834, 3844, 3864 or 3971 in any procedure field and an AAA diagnosis
code of 4413 and 4414 in any field.
Exclusions:Excludes
cases with missing discharge disposition. Exclude cases transferring to
another short-term hospital. Excludes cases in MDC 14 (obstetrics) and
MDC 15 (newborns and other neonates).
Carotid Endarterectomy
Mortality (Surgical Removal of the Lining of the Carotid Artery) – IQI 31
Inclusions: Number of deaths with a code of carotid endarterectomy in
any procedure field divided by discharges, ages 18 years and older with ICD-9 code
3812 in any procedure field.
Exclusions: Excludes cases with missing discharge disposition, gender, age,
quarter, year or principal diagnosis; cases transferring to another short-term hospital;
and cases in MDC 14.
Coronary
Artery Bypass Graft (CABG) Mortality - IQI 12
Inclusions: Number of deaths with a
code of CABG in any procedure field divided by discharges, age 40 years
and older, with ICD-9 codes of 3610 through 3619 in any procedure
field.
Exclusions: Excludes cases with missing
disposition. Excludes cases transferring to another short-term
hospital. Excludes cases in MDC 14 (obstetrics) and MDC 15 (newborns
and other neonates).
Craniotomy
Mortality (Surgical opening of the skull) - IQI 13
Inclusions: Number of deaths with DRG
code for craniotomy (DRG 001, 002, 528, 529, 530, and 543) divided by
all discharges, age 18 years and older with DRG code for craniotomy
(DRG 001, 002, 528, 529, 530, and 543).
Exclusions:Excludes
cases with a principal diagnosis of head trauma. Excludes cases missing
discharge disposition. Excludes cases transferring to another
short-term hospital.
Esophageal
Resection Mortality (Surgical Removal of the Throat) - IQI 8
Inclusions: Number of deaths with a
code of esophageal resection in any procedure field and a diagnosis
code of esophageal cancer in any field divided by discharges, age 18
years and older, with ICD-9 procedure codes of 424 -4269 in any field
and a ICD-9 diagnosis code of 1500, 1501, 1502, 1503, 1504, 1505, 1508
or 1509 for esophageal cancer in any field.
Exclusions:Excludes
cases with missing discharge disposition. Excludes cases transferring
to another short-term hospital. Excludes cases in MDC 14 (obstetrics)
and MDC 15 (newborns and other neonates).
Hip
Replacement Mortality - IQI 14
Inclusions: Number of deaths with a
procedure code of partial or full hip replacement in any field divided
by all discharges, age 18 years and older, with a procedure code of
partial or full hip replacement in any field. Include only discharges
with uncomplicated cases: diagnosis codes for osteoarthrosis of hip in
any field.
Exclusions: Excludes cases with missing
discharge disposition. Excludes cases transferring to another
short-term hospital. Exclude cases in MDC 14 (obstetrics) and MDC 15
(newborns and other neonates).
Pancreatic
Resection Mortality (Surgical Removal of the Pancreas) - IQI 9
Inclusions: Number of deaths with a
code of pancreatic resection in any procedure field and a diagnosis
code of pancreatic cancer in any field divided by discharges, age 18
and older, with ICD-9 codes of 526 or 527 in any procedure field and a
diagnosis code of 1520, 1561, 1562, 1570, 1571, 1572, 1573, 1574, 1578
and 1579 for pancreatic cancer in any field.
Exclusions:Excludes
cases with missing discharge disposition. Excludes cases transferring
to another short-term hospital. Excludes cases in MDC 14 (obstetrics)
and MDC 15 (newborns and other neonates).
PTCA Mortality – IQI 30
Inclusions: Number of deaths with a code of PTCA in any
procedure field divided by discharges, ages 40 years and older with
ICD-9 codes 0066, 3601, 3602 and 3605 in any procedure field.
Exclusions:Excludes cases with missing discharge disposition;
cases transferring to another short-term hospital; and cases in MDC 14.
Mortality Inpatient Conditions
Acute
Myocardial Infarction (Heart Attack) - IQI 15
Inclusions: Number of deaths with a
principal diagnosis code of AMI ICD-9 codes 41001, 41011, 41021, 41031,
41041, 41051, 41061, 41071, 41081, or 41091 divided by all discharges,
age 18 years and older, with a principal diagnosis code of AMI ICD-9
codes 41001, 41011, 41021, 41031, 41041, 41051, 41061, 41071, 41081, or
41091.
Exclusions: Excludes cases where transferred
to another short-term hospital. Excludes cases with missing discharge
disposition.
Acute
Myocardial Infarction (Heart Attack), Without Transfer Cases - IQI 32
Inclusions: Number of deaths with a
principal diagnosis code of AMI ICD-9 codes 41001, 41011, 41021, 41031,
41041, 41051, 41061, 41071, 41081, or 41091.divided by all discharges,
age 18 and older, with a principal diagnosis code of AMI.
Exclusions:
Excludes cases where transferred to or from another short-term
hospital. Excludes missing admission source and missing discharge
disposition.
Acute
Stroke Mortality - IQI 17
Inclusions: Number of deaths with a principal diagnosis
code for stroke 430, 431, 4320, 4321, 4329, 43301, 43311, 43321, 43331,
43381, 43391, 43401, 43411, 43491, or 436 divided by all discharges,
age 18 and older, with a principal diagnosis code of stroke 430, 431,
4320, 4321, 4329, 43301, 43311, 43321, 43331, 43381, 43391, 43401,
43411, 43491 or 436.
Exclusions: Excludes cases transferring to
another short-term hospital. Exclude cases in MDC 14 (obstetrics) and
MDC 15 (newborns and other neonates). Excludes cases with missing
discharge disposition.
Congestive
Heart Failure (CHF) Mortality - IQI 16
Inclusions: Number of deaths with a
principal diagnosis code of CHF divided by all discharges, ages 18
years and older, with principal diagnosis of CHF.
Exclusions:Excludes
cases with missing discharge disposition. Exclude cases transferring to
another short-term hospital. Excludes cases in MDC 14 (obstetrics) and
MDC 15 (newborns and other neonates).
Gastrointestinal
(GI) Hemorrhage Mortality - IQI 18
Inclusions: Number of deaths with a
principal diagnosis code of gastrointestinal hemorrhage divided by all
discharges with principal diagnosis code for gastrointestinal
hemorrhage. Include ages 18 years and older.
Exclusions:Excludes
cases transferring to another short-term hospital. Excludes cases in
MDC 14 and MDC 15. Excludes cases with missing discharge disposition.
Hip
Fracture Mortality - IQI 19
Inclusions: Number of deaths with a
principal diagnosis code of hip fracture divided by all discharges, age
18 and older, with a principal diagnosis code for hip fracture.
Exclusions:
Excludes cases transferring to another short-term hospital. Excludes
cases in MDC 14 and MDC 15. Excludes cases with missing discharge
disposition.
Pneumonia
Mortality - IQI 20
Inclusions: Number of deaths with a
principal diagnosis code of pneumonia divided by all discharges, age 18
years and older, with principal diagnosis code of pneumonia.
Exclusions:
Excludes cases transferring to another short-term hospital. Exclude
cases in MDC 14 and MDC 15. Excludes cases with missing discharge
disposition.
Patient Safety Indicators - Complication and Infection
The Agency for Healthcare Research and Quality (AHRQ)
software (Version 4.2) was used in calculating the Patient Safety Indicators (PSIs). This includes a 95%
confidence interval for all statistical significance determinations.
If a hospital had fewer than 30 cases, the results were
redacted.
Confidence Intervals are used to identify which
hospitals had significantly more or fewer complications than expected
given the risk factors of their patients. The confidence
interval identifies the range in which the risk-adjusted rate may fall.
Hospitals with significantly higher rates than expected after
adjusting for risk are those where the confidence interval range falls
entirely above the statewide risk adjusted complication rate.
Hospitals with significantly lower rates than expected given
the severity of illness of their patients before surgery have the
entire confidence interval range entirely below the statewide risk
adjusted complication rate. The more cases a provider
performs, the narrower their confidence interval will be.
This is because as a provider performs more cases, the
likelihood of chance variation in the risk adjusted complication rate
decreases. This methodology incorporates the Present on
Admission (POA) indicator, when appropriate.
For more information, visit the Agency for Healthcare
Research and Quality website at: www.qualityindicators.ahrq.gov
Pressure Ulcer - PSI 3
Inclusions:
Cases of pressure ulcer per 1,000 discharges. Includes discharges with
ICD-9 code of pressure ulcer in any secondary diagnosis field.
Includes all medical and surgical discharges, ages 18 years and older
defined by specific DRGs.
Exclusions:
Cases with a length of stay between 0-4 days. Excludes cases with
preexisting condition of pressure ulcer (primary diagnosis or
secondary diagnosis present on admission, if known). Excludes cases in
MDC 9 and MDC 14. Exclude cases with any diagnosis of hemiplegia,
paraplegia, or quadriplegia. Exclude cases with an ICD-9-CM code of
spina bifidia or anoxic brain damage. Excludes cases with ICD-9-CM
procedure code for debridement or pedicle graft before or on the same
day as the major operating room procedure (surgical cases only).
Excludes patients admitted from a long-term care facility or
transferred from an acute care facility.
Iatrogenic
Pneumothorax - PSI 6
Inclusions: Cases of iatrogenic
pneumothorax per 1,000 discharges. Include discharges with ICD-9-CM
code of 512.1 in any secondary diagnosis field. Includes all medical
and surgical discharges, ages 18 years and older defined by specific
DRGs.
Exclusions: Cases with ICD-9-CM code
of 512.1 in the principal diagnosis field or secondary diagnosis
present on admission, if known. Exclude cases in MDC 14 (obstetrics).
Excludes patients with diagnosis code of chest trauma or pleural
effusion. Excludes patients with any procedure code of diaphragmatic
surgery repair, thoracic surgery, lung or pleural biopsy, or patients
assigned to cardiac surgery DRGs.
Central Venous Catheter-related Bloodstream Infections - PSI 7
Inclusions: Cases with selected infections defined by specific ICD-9-CM codes any secondary diagnosis field.
Includes discharges prior to October 1, 2007 with ICD-9-CM codes 999.3 or 996.62 in any secondary diagnosis field.
For discharges on or after after October 1, 2007 include with ICD-9-CM codes 999.31 in any secondary diagnosis field.
Includes discharges for all medical and surgical discharges, ages 18 years and older or MDC 14 (obstetrics), defined by specific DRGs.
Exclusions: Excludes cases with ICD-9-CM code of 999.3, 996.62, 999.31 in the principal or secondary diagnosis field present on admission, if known.
Excludes cases with length of stay between 0-1 days. Excludes cases with any code of immunocompromised state or cancer.
Postoperative
Hip Fracture - PSI 8
Inclusions: Cases
of hip fracture per 1,000 surgical discharges. Includes cases of any
secondary ICD-9-CM codes for hip fracture. Includes all surgical
discharges age 18 and older defined by specific DRGs and an ICD-9-CM
code for an operating room procedure.
Exclusions: Excludes
cases with ICD-9-CM code for hip fracture in the principal diagnosis
field or secondary diagnosis present on admission, if known. Excludes
cases where the only operating room procedure is hip fracture repair.
Excludes cases where a procedure for hip fracture repair occurs before
or on the same day as the first operating room procedure. Excludes
cases in MDC 8 (diseases and disorders of the musculoskeletal system
and connective tissue). Excludes cases with principal diagnosis (or
secondary diagnosis present on admission, if known) of seizure,
syncope, stroke, coma, cardiac arrest, poisoning, trauma, delirium and
other psychoses, or anoxic brain injury. Excludes cases with any
diagnosis of metastatic cancer, lymphoid malignancy or bone malignancy,
or self-inflicted injury. Exclude cases in MDC 14 (obstetrics).
Postoperative
Pulmonary Embolism or Deep Vein Thrombosis - PSI 12
Inclusions: Cases
of secondary deep vein thrombosis or pulmonary embolism diagnosis per
1,000 surgical discharges. Includes discharges with an ICD-9-CM code
for deep vein thrombosis or pulmonary embolism in any secondary
diagnosis field. Includes all surgical discharges age 18 and older
defined by specific DRGs and an ICD-9-CM code for an operating room
procedure.
Exclusions: Excludes
cases with preexisting (principal or secondary diagnosis present on
admission, if known) deep vein thrombosis or pulmonary embolism.
Excludes cases where a procedure for interruption of vena cava is the
only operating room procedure. Excludes cases where a procedure for
interruption of vena cava occurs before or on the same day as the first
operating room procedure. Excludes cases in MDC 14 (obstetrics).
Postoperative
Sepsis - PSI 13
Inclusions: Cases of secondary sepsis
diagnosis per 1,000. Include elective surgery discharges with ICD-9-CM
code for sepsis in any secondary diagnosis field. Include all elective
surgical discharges age 18 and older defined by specific DRGs and an
ICD-9-CM code for an operating room procedure.
Exclusions: Excludes cases with
preexisting (principal or secondary diagnosis present on admission, if
known) sepsis or infection. Excludes cases with any code for
immunocompromised state of cancer. Excludes cases in MDC 14
(obstetrics). Excludes cases with length of stay 0-3 days.
Pediatric Quality Indicators – Complication, Infection and Mortality
The
Agency for Healthcare Research and Quality (AHRQ) software (Version
4.2) was used in calculating the Pediatric Quality Indicators
(PDIs). This includes a 95% confidence interval for all
statistical significance determinations. If a hospital had fewer
than 30 cases, the results were redacted.
Confidence
Intervals are used to identify which hospitals had significantly more
or fewer complications than expected given the risk factors of their
patients. The confidence interval identifies the range in which
the risk-adjusted rate may fall. Hospitals with significantly
higher rates than expected after adjusting for risk are those where the
confidence interval range falls entirely above the statewide risk
adjusted complication rate. Hospitals with significantly lower
rates than expected given the severity of illness of their patients
before surgery have the entire confidence interval range entirely below
the statewide risk adjusted complication rate. The more cases a
provider performs, the narrower their confidence interval will
be. This is because as a provider performs more cases, the
likelihood of chance variation in the risk adjusted complication rate
decreases. This methodology incorporates the Present on Admission
(POA) indicator, when appropriate.
For more information, visit the Agency for Healthcare
Research and Quality website at: www.qualityindicators.ahrq.gov
Accidental Puncture or Laceration - PDI 1
Inclusions:
Cases of secondary diagnosis of accidental cut or laceration during
procedure. Includes cases with a secondary diagnosis E code for
accidental cut, puncture, perforation or hemorrhage during medical
care. All surgical and medical discharges under age 18 defined by
specific DRGs.
Exclusions:
Excludes cases with principal diagnosis of accidental cut, puncture,
perforation or laceration. Excludes cases with DRG 391 (normal
newborn). Excludes cases of newborns with a birth weight less than
500g. Excludes cases in MDC 14 (obstetrics). Excludes cases with
ICD-9-CM code for spine surgery.
Pediatric Heart Surgery Mortality - PDI 6
Inclusions:
Number of deaths (DISP=20) among discharges under age 18 with ICD-9-CM
procedure codes for congenital heart disease in any field or
non-specific heart surgery in any field with ICD-9-CM diagnosis of
congenital heart disease in any field.
Exclusions:
Excludes cases in MDC 14 (obstetrics). Excludes cases with
transcatheter interventions as single cardiac procedures, performed
without bypass but with catheterization. Excludes cases with septal
defects as single cardiac procedures without bypass. Excludes heart
transplant cases. Excludes cases with premature infants with PDA
closure as only cardiac procedure. Excludes cases with age less than or
equal to 30 days with PDA closure as only cardiac procedure. Excludes
cases with missing discharge disposition (DISP=missing). Excludes cases
transferring to another short-term hospital. Excludes neonates with
birth weight less than 500 grams.
Pediatric Heart Surgery Volume - PDI 7
Inclusions:
Cases of discharges under age 18 with ICD-9-CM procedure codes for
either congenital heart disease in any field or non-specific heart
surgery in any field with ICD-9-CM diagnosis of congenital heart
disease in any field.
Exclusions:
Excludes cases in MDC 14 (obstetrics). Excludes cases with
transcatheter interventions as single cardiac procedures, performed
without bypass but with catheterization. Excludes cases with septal
defects as single cardiac procedures without bypass.
Postoperative Sepsis - PDI 10
Inclusions:
Cases with discharges with ICD-9-CM code for sepsis in any secondary
diagnosis field of all surgeries for those under age 18 as defined by
specific DRGs and an ICD-9-CM for an operating room procedure.
Exclusions:
Excludes cases with principal diagnosis of sepsis. Excludes cases with
principal diagnosis of infection. Exclude cases with neonates. Excludes
cases with DRG code in surgical class 4. Excludes cases in MDC 14
(obstetrics). Excludes cases with length of stay of less than 4 days.
Central Venous Catheter-related Bloodstream Infections - PDI 12
Inclusions:
Discharges with an ICD-9-CM code of 999.31 or 996.62 in any secondary
diagnosis field and all surgical and medical discharges under age 18
defined by specific DRGs.
Exclusions:
Excludes cases with IDC-9-CM code of 999.3 or 996.62 in the principal
diagnosis field. Excludes cases with newborns. Excludes cases with
neonates with birth weight less than 500 grams. Excludes cases with
length of stay less than 2 days. Excludes cases in MDC 14 (obstetrics).
The inpatient physician volume data includes discharges with ICD-9-CM codes of 81.51 (Total Hip Replacement),
81.54 (Total Knee Replacement), 00.66 (Percutaneous Transluminal Coronary Angioplasty (PTCA)), or 36.10-36.19 (Coronary Artery Bypass Graft (CABG))
in the principal procedure field for those ages 18 and older. Physicians who performed less than 10 statewide
were suppressed from the data and will not be shown on the website.