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INDICATOR NAME
Name
Patients Readmitted to Hospital
Alternate Name
Hospital Readmission rate within 30 days of discharge after hospitalization for selected conditions
 
INDICATOR DESCRIPTION
Description
Rate of unplanned hospital readmission within 30 days of discharge after hospitalization for any of the following conditions: pneumonia, diabetes, stroke, gastrointestinal disease, congestive heart failure, chronic obstructive pulmonary disease, heart attack and other cardiac conditions (selected HBAM Inpatient Grouper (HIG) conditions). Readmission of patients depends on care received in the hospital, as well as what happens after the patient is discharged.
Indicator Status
Active
HQO Reporting tool/product
Public reporting
Dimension
Effective
Type
Outcome
 
DEFINITION AND SOURCE INFORMATION
Unit of Measurement
Rate per 100 discharges
Calculation Methods
Numerator divided by the denominator times 100
Numerator including inclusion/exclusion

Number of subsequent non-elective (all-cause) readmissions to an acute care hospital within 30 days of discharge after hospitalization for any of the following conditions:  pneumonia, diabetes, stroke, gastrointestinal disease, congestive heart failure, chronic obstructive pulmonary disease, heart attack and other cardiac conditions (selected HBAM Inpatient Grouper (HIG) conditions).

Inclusions:

The hospitalization readmission is counted if:

a. the re-admission date is within 30 days of the index case discharge;

b. the DAD field “admission category” is urgent/emergent;

c. the admission is not coded as an acute transfer by receiving hospital (unless the readmission was coded as a transfer from the same hospital

Exclusions:

a. there is missing or invalid data for discharge date, admission date, health number, age and gender.

Calculation:

The numerator is the sum of all readmissions for all index cases in the reporting period.

Steps: To obtain observed readmissions: 1. Index cases (denominator) must be identified first. 2. For each index case, identify whether there is a non-elective readmission to any facility within 30 days of discharge. The hospitalization readmission is counted if: a. the readmission date is within 30 days of the index case discharge; b. the DAD field “admission category” is urgent (non-elective readmission). The hospitalization readmission is excluded if: a. the readmission case is coded as an acute transfer by the receiving hospital (unless the readmission was coded as a transfer from the same hospital). b. there is missing or invalid data for discharge date, admission date, Ontario health card number, age or gender.

2

Denominator including inclusion/exclusion

Total number of hospital discharges after hospitalization for any of the following conditions:  pneumonia, diabetes, stroke, gastrointestinal disease, congestive heart failure, chronic obstructive pulmonary disease, heart attack and other cardiac conditions (selected HBAM Inpatient Grouper (HIG) conditions).

Calculation:

The denominator is the sum of all index cases (discharges in the reporting period for selected HIGs). Steps: Identify index cases: 

1. The index hospitalization is counted if: 
a. The discharge date falls in the reporting period;  
b. The HIG Group and patient age restrictions match those listed in the ”comments detailed” section of this document;  
c. The Inpatient HIG atypical code is ‘00’ (typical cases), ‘01’ (transfer in cases), ‘09’ (short stay outlier cases), ‘10’ (long stay outlier cases), or ‘11’ (transfer in long stay cases).  

2. The index hospitalization is excluded if: 
a. The case is coded as a transfer to another acute inpatient hospital. 

3. The denominator is the sum of all index cases in the reporting period.

Inclusions: 

1. Patient with:  • Acute Myocardial Infarction (age 45+) • Cardiac conditions other than heart attack (age 40+) • Congestive heart failure (age 45+) • Chronic obstructive pulmonary disease (age 45+) • Pneumonia  • Diabetes  • Stroke (age 45+) • Gastrointestinal disease  (See  HIG conditions);
2. Cases where the Inpatient HIG atypical code is either ‘00’ (typical cases), ‘01’ (transfer in cases), ‘09’ (short stay outlier cases), ‘10’ (long stay outlier cases), or ‘11’ (transfer in long stay cases).

Excludes: 

1. Records with missing valid data on discharge/admission date, Ontario health card number, age or gender; 
2. Index cases coded as transfers to another acute inpatient hospital, deaths, or sign-outs; 
3. Exclude cases with Discharge disposition = ‘07’ (death). For FY 2018 and onwards, exclude cases with discharge disposition = ‘72’ (died in facility), ‘73’ (medical assistance in dying (MAID)), ‘74’ (suicide in facility).

Adjustment (risk, age/sex standardization)- detailed

Risk-adjusted rate = (Crude (observed, actual) rate / Expected rate) * Provincial reference rate.

Calculation:


Expected Readmissions: To calculate the predicted probability of non-elective readmission to any Ontario acute care hospital for patients discharged with the specified HIGs, a logistic regression model is fitted with HIG, age, gender, prior hospitalizations (within 1, 2 and 3 months), quarterly seasonality (calendar year) and the Charlson co-morbidity adjustment index score as independent variables. Coefficients derived from the logistic model are used to calculate the probability of readmission for each patient. The expected number of readmissions for a hospital/LHIN is the sum of the patient probabilities for all the index admissions in that hospital/LHIN.

Data Source
Discharge Abstract Database (DAD)
Data provided to HQO by
Ministry of Health
Reported Levels of comparability /stratifications (defined)
Income, Region, Rurality, Sex, Time
 
RESULT UPDATES
Indicator Results
 
OTHER RELEVANT INFORMATION
Caveats and Limitations
Not all readmissions are avoidable and this indicator does not capture which readmissions were avoidable and the underlying reasons (e.g. condition aggravation, poor transition, lack of community support/care). Due to age restrictions for some conditions the results are not reported by age groups. The indicator captures hospital readmission only and does not capture return visits to the emergency department. Results for calendar years 2020 - 2022 should be interpreted with caution as the COVID-19 pandemic may have affected the number of hospital admissions and readmissions. We noted reductions in numbers for both numerators and denominators in the 2020 - 2022 data (readmissions and index admissions, respectively). However, the rate (the published data) was not impacted.
Comments Detailed
Patients are included in the numerator and denominator if CAPE (Client Agency Program Enrollment) records show they are enrolled at the time of discharge for the index case. The Urban/Rural designation is derived from the SAC type variable. The income quintile is based on postal code and comes from Environics. This is imputed postal code data. List of Eligible Conditions (HIGs): 1. Acute Myocardial Infarction, AMI (Age 45+): 193a (Myocardial infarction/shock/arrest with coronary angiogram), 193b (Myocardial infarction/shock/arrest with coronary angiogram with comorbid cardiac conditions), 194a (Myocardial infarction/shock/arrest without coronary angiogram), 194b (Myocardial infarction/shock/arrest without coronary angiogram with comorbid cardiac conditions) 2. Stroke (Age 45+): 25 (Hemorrhagic event of central nervous system), 26 (Ischemic event of central nervous system), 28 (Unspecified stroke). 3. COPD (Age 45+): 139c (Chronic obstructive pulmonary disease with lower respiratory infection), 139d (Chronic obstructive pulmonary disease without lower respiratory infection). 4. Pneumonia (all ages): 136 (Bacterial pneumonia), 138 (Viral/unspecified pneumonia), 143 (Disease of pleura). 5. Congestive Heart Failure, CHF (Age 45+): 196 (Heart failure without cardiac catheter). 6. Diabetes (all ages): 437a (Diabetes, other), 437b (Diabetes with renal complications), 437c (Diabetes with ophthalmic, neurological, or circulatory complications), 437d (Diabetes with multiple complications). 7. Cardiac conditions excluding AMI and CHF (Age 40+): 202 (Arrhythmia without coronary angiogram), 204a (Unstable angina/atherosclerotic heart disease without coronary angiogram), 204b (Unstable angina/atherosclerotic heart disease without coronary angiogram with comorbid cardiac conditions), 208a (Angina (except unstable)/chest pain without coronary angiogram), 208b (Angina (except unstable)/chest pain without coronary angiogram with comorbid cardiac conditions). 8. Gastrointestinal (All ages): 231 (Minor upper gastrointestinal intervention), 248 (Severe enteritis), 251 (Complicated ulcer), 253 (Inflammatory bowel disease), 254 (Gastrointestinal hemorrhage), 255 (Gastrointestinal obstruction), 256 (Esophagitis/gastritis/miscellaneous digestive disease), 257 (Symptom/sign of digestive system), 258 (Other gastrointestinal disorder), 285 (Cirrhosis/alcoholic hepatitis), 286 (Liver disease except cirrhosis/malignancy), 287 (Disorder of pancreas except malignancy), 288 (Disorder of biliary tract).
Footnotes
i Anderson G.F. & Steinberg E.P. Hospital readmissions in the Medicare population. N Engl J Med. 1984 Nov 22; 311(21):1349-53. ii Excellent Care for All. Available from: http://www.health.gov.on.ca/en/pro/programs/ecfa/action/acute/hsp_thc.aspx. iii Jencks, S.F., Williams, M.V., Coleman, E.A. Rehospitalization among Patients in the Medicare Fee-for-Service Program. N Engl J Med. 2009; 360(14), 1418-1428. iv Brown, R.S., Peikes, D., Peterson, G., Schore, J., Razafindrakoto, C.M. Six Features of Medicare Coordinated Care Demonstration Programs That Cut Hospital Admissions of High-Risk Patients. 2012; Health Affairs, 31(6), 1156-1166.
 
TAGS
Sector
Primary Care
Type
Outcome
Topic
Integration, Readmission
Dimension
Effective
Source
Discharge Abstract Database (DAD)
 
PUBLISH
Publish Datetime
20/06/2024 08:28:00