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Table 2 Studies of preventable readmissions with any cause index admission followed by any cause readmission among adults, United States, 2000-2009

From: Determinants of preventable readmissions in the United States: a systematic review

Citation

Reported readmission type (and explanation if provided)

Index

condition*

Readmit condition

Timeframe

Population and Setting

Design and Sample size

Data source(s)

Risk factors/associated factors

Conceptually linked admissions†

Strategy for patient linkage‡

Used multivariate statistics§

Anderson, Clarke et al [53]

Unplanned

Any condition

Any condition

31 days

Home health patients ≥65 years at home health agency in IL

Case series and qualitative

(76)

Chart review, Interviews

Patient

Elderly**

Female**

Development of new condition**

Worsening of discharge condition**

Respiratory conditions**

Cardiac conditions**

Gastrointestinal**

Neurologic symptoms**

No

Yes

No

Anderson, Tyler et al [54]

Unplanned

Any condition

Any condition

Up to 39 days

Transitional care unit patients after ≥3 day acute care stay at transitional care unit in IL

Case series

(68)

Chart review

Patient

Circulatory disorders**

Respiratory disorders**

Worsening of conditions**

Multiple diagnoses**

No

Yes

No

Arbaje et al [22]

Early

Any condition

Any nonelective readmission

60 days

Medicare patients nationwide

Retrospective cohort

(1,351)

Medicare Beneficiary Survey, Medicare claim files

Patient

Living alone

Lack self-management skills

Unmet functional need

No high school diploma

Encounter

Increasing length of stay

Yes

Yes

Yes

Friedman et al [2]

Potentially preventable (preventable in most cases by ambulatory care of standard quality in the several weeks or months prior to admission)

AHRQ's prevention quality indicators

AHRQ's prevention quality indicators

6 months

All patients in the Healthcare Cost and Utilization Project from NY, TN, PA, WI

Retrospective cohort

(345,651)

Hospital discharge data, Healthcare Cost and Utilization Project

Patient

African American

Hispanic

Encounter

Medicaid

Self-payer

Yes

Yes

No

Goldfield et al [26]

Potentially preventable (which types of admissions were at risk of generating a readmission)

Any condition

Clinically related to index admission

7, 15 and 30 days

All inpatient encounters in FL

Retrospective cohort

(242,991)

Hospital discharge data

Patient

Age greater than 75 years old

Organizational

Hospital

Yes

Yes

Yes

Hasan et al [30]

Early

Any condition

Any condition

30 days

≥18 years and admitted by hospitalist or internist in six academic medical centers

Retrospective cohort

(10,946)

Interviews from multicenter trial, Hospital databases

Patient

Married

Has regular physician

Increasing Charlson index

Increasing admission in last year

Encounter

Medicaid

Medicare

Self-pay

Length of stay >2 days

No

Yes

Yes

Novotny and Anderson [44]

Early

Any condition

Any condition

41 days

English speaking patients ≥18 years from single IL medical center

Prospective cohort

(1,077)

Interviews, Hospital databases

Patient

Diabetes

Increasing number of doctor visits in past year

Increasing number of hospitalizations in past year

Poor self-rated health status

Increasing Charlson score

Unemployed

Depression

Heart failure

Marital status

Encounter

Increasing length of stay

Medicare/Medicaid

Discharge to home healthcare

Discharge to healthcare facility

Yes

Yes

No

Parker et al [39]

Unplanned

Any non-maternal, substance abuse or against medical advice discharge

Emergent or urgent admissions

30 days

Kaiser Permanente pharmaceutical patients from multiple CA hospitals

Retrospective cohort

(6,721)

Existing study database

Patient

COPD

Diabetes

Diabetes with complications

Paraplegia

Metastatic solid tumor

No

No

Yes

Schwarz [45]

Early

Multiple chronic illnesses

Any condition

3 to 4 months

Patients ≥65 years and functionally impaired in 2 ADL from two hospitals

Prospective cohort

(60)

Chart review, Interviews

Environment

Social support negatively associated with readmission

Yes

Yes

Yes

Timms et al [55]

Early

Any condition

Any condition

30 days

Patients ≥65 years from single SC hospital

Case series

(127)

Chart review

Patient

Female**

Heart disease**

No

No

No

Weeks et al [5]

Unplanned

Any acute, short-stay admission

Any unexpected admission

30 days

VA enrollees ≥65 years nationwide

Retrospective cohort

(3,513,912)

VA/Medicare combined dataset

Patient

Increasing age

Male

Increasing comorbidity (Elixhauser score)

Index admission as a readmission (history of readmits)

Encounter

Increasing length of stay

Organizational

Index admission to VA hospital

Environment

Rural

No

Yes

Yes||

  1. * All exclusion criteria or specific diagnostic codes not reported - see original article for additional details.
  2. ** Study did not compare readmissions with non-readmissions so factors are from descriptive statistics/reports only
  3. † Explicitly specified a biological, theoretical or conceptual model linking the readmission condition to the index condition (includes readmissions for same condition)
  4. ‡ Specified a strategy or research design to guard against loss to follow up
  5. § Used multivariate statistics
  6. ||Modeling technique did not account of non-independence of observations in analysis
  7. AHRQ = Agency for Healthcare Research and Quality
  8. VA = Veterans' Affairs
  9. ADLs = Activities of daily living